File Manager

MR~TNT File Manager

Current Path: /home/greenfieldcom/mail/greenfield.com.sa/info/cur

home / greenfieldcom / mail / greenfield.com.sa / info / cur /

ðŸ“ ..
ðŸ“„ 1754480037.M517056P3597188.host14.registrar-servers.com,S=51211,W=52520:2,S(50.01 KB)
ðŸ“„ 1754488356.M490000P3378340.host14.registrar-servers.com,S=406142,W=411464:2,S(396.62 KB)
ðŸ“„ 1754491953.M63783P758208.host14.registrar-servers.com,S=115615,W=117166:2,S(112.91 KB)
ðŸ“„ 1754494596.M845305P2141741.host14.registrar-servers.com,S=5432,W=5527:2,S(5.3 KB)
ðŸ“„ 1754497656.M430613P3741240.host14.registrar-servers.com,S=62526,W=63930:2,S(61.06 KB)
ðŸ“„ 1754528690.M949660P1487066.host14.registrar-servers.com,S=4890,W=4989:2,S(4.78 KB)
ðŸ“„ 1754534294.M14029P95404.host14.registrar-servers.com,S=5371,W=5470:2,S(5.25 KB)
ðŸ“„ 1754539595.M751482P2868537.host14.registrar-servers.com,S=4882,W=4981:2,S(4.77 KB)
ðŸ“„ 1754542769.M186915P3747508.host14.registrar-servers.com,S=271932,W=275512:2,S(265.56 KB)
ðŸ“„ 1754543892.M290024P3878519.host14.registrar-servers.com,S=5017,W=5110:2,S(4.9 KB)
ðŸ“„ 1754546754.M168643P328290.host14.registrar-servers.com,S=2667896,W=2702592:2,S(2.54 MB)
ðŸ“„ 1754546882.M932486P328290.host14.registrar-servers.com,S=4850,W=4949:2,S(4.74 KB)
ðŸ“„ 1754548775.M266715P947265.host14.registrar-servers.com,S=5111,W=5200:2,S(4.99 KB)
ðŸ“„ 1754549796.M196003P947265.host14.registrar-servers.com,S=12875,W=13097:2,S(12.57 KB)
ðŸ“„ 1754553124.M534816P3524979.host14.registrar-servers.com,S=56170,W=57188:2,S(54.85 KB)
ðŸ“„ 1754557986.M60370P1327537.host14.registrar-servers.com,S=4994,W=5093:2,S(4.88 KB)
ðŸ“„ 1754570100.M83540P2822751.host14.registrar-servers.com,S=40355,W=40895:2,S(39.41 KB)
ðŸ“„ 1754571956.M142482P3308420.host14.registrar-servers.com,S=1508289,W=1527926:2,S(1.44 MB)
ðŸ“„ 1754584703.M15779P610777.host14.registrar-servers.com,S=2193,W=2234:2,S(2.14 KB)
ðŸ“„ 1754586839.M642274P1692871.host14.registrar-servers.com,S=2192,W=2233:2,S(2.14 KB)
ðŸ“„ 1754593993.M619993P592945.host14.registrar-servers.com,S=7222,W=7343:2,S(7.05 KB)
ðŸ“„ 1754634268.M640013P1271302.host14.registrar-servers.com,S=29268,W=29668:2,S(28.58 KB)
ðŸ“„ 1754646870.M954358P2096887.host14.registrar-servers.com,S=8196,W=8310:2,S(8 KB)
ðŸ“„ 1754652781.M254852P946277.host14.registrar-servers.com,S=67503,W=69170:2,S(65.92 KB)
ðŸ“„ 1754737594.M616554P4178710.host14.registrar-servers.com,S=27660,W=28080:2,S(27.01 KB)
ðŸ“„ 1754741789.M627348P2153131.host14.registrar-servers.com,S=252482,W=255811:2,S(246.56 KB)
ðŸ“„ 1754794824.M55333P2007336.host14.registrar-servers.com,S=36437,W=37315:2,S(35.58 KB)
ðŸ“„ 1754803506.M973761P1738723.host14.registrar-servers.com,S=53419,W=54147:2,S(52.17 KB)
ðŸ“„ 1754804372.M449917P1964897.host14.registrar-servers.com,S=51116,W=52019:2,S(49.92 KB)
ðŸ“„ 1754811305.M157674P1380439.host14.registrar-servers.com,S=5622,W=5721:2,S(5.49 KB)
ðŸ“„ 1754814653.M919619P2882704.host14.registrar-servers.com,S=1492011,W=1514301:2,S(1.42 MB)
ðŸ“„ 1754822331.M348781P2700269.host14.registrar-servers.com,S=9113,W=9297:2,S(8.9 KB)
ðŸ“„ 1754824243.M814957P3303473.host14.registrar-servers.com,S=21672,W=22005:2,S(21.16 KB)
ðŸ“„ 1754828352.M161896P993434.host14.registrar-servers.com,S=36435,W=37312:2,S(35.58 KB)
ðŸ“„ 1754831017.M383152P1995610.host14.registrar-servers.com,S=5575,W=5701:2,S(5.44 KB)
ðŸ“„ 1754831024.M4077P2079538.host14.registrar-servers.com,S=5591,W=5717:2,S(5.46 KB)
ðŸ“„ 1754833395.M796450P2922387.host14.registrar-servers.com,S=5574,W=5700:2,S(5.44 KB)
ðŸ“„ 1754848723.M420915P2714684.host14.registrar-servers.com,S=1660316,W=1681937:2,S(1.58 MB)
ðŸ“„ 1754852700.M260402P702116.host14.registrar-servers.com,S=5598,W=5697:2,S(5.47 KB)
ðŸ“„ 1754859903.M13795P100979.host14.registrar-servers.com,S=6280,W=6383:2,S(6.13 KB)
ðŸ“„ 1754862036.M186610P767035.host14.registrar-servers.com,S=178153,W=180514:2,S(173.98 KB)
ðŸ“„ 1754892149.M456641P3095872.host14.registrar-servers.com,S=51190,W=52095:2,S(49.99 KB)
ðŸ“„ 1754897918.M681595P1942415.host14.registrar-servers.com,S=4875,W=4964:2,S(4.76 KB)
ðŸ“„ 1754900449.M951453P2985224.host14.registrar-servers.com,S=14586,W=14867:2,S(14.24 KB)
ðŸ“„ 1754908528.M229374P3670619.host14.registrar-servers.com,S=37034,W=37938:2,S(36.17 KB)
ðŸ“„ 1754911058.M749463P891461.host14.registrar-servers.com,S=49895,W=50637:2,S(48.73 KB)
ðŸ“„ 1754929591.M644729P2619282.host14.registrar-servers.com,S=93017,W=94396:2,S(90.84 KB)
ðŸ“„ 1754930419.M907983P2619282.host14.registrar-servers.com,S=80283,W=82069:2,S(78.4 KB)
ðŸ“„ 1754932101.M397344P3790092.host14.registrar-servers.com,S=4988,W=5087:2,S(4.87 KB)
ðŸ“„ 1754936907.M497955P1735093.host14.registrar-servers.com,S=178151,W=180512:2,S(173.98 KB)
ðŸ“„ 1754941120.M243359P4128571.host14.registrar-servers.com,S=583066,W=590687:2,S(569.4 KB)
ðŸ“„ 1754950132.M349182P340701.host14.registrar-servers.com,S=4953,W=5052:2,S(4.84 KB)
ðŸ“„ 1754969698.M590491P2512419.host14.registrar-servers.com,S=4977,W=5076:2,S(4.86 KB)
ðŸ“„ 1754974058.M895487P562916.host14.registrar-servers.com,S=55930,W=56693:2,S(54.62 KB)
ðŸ“„ 1754976900.M782599P2116035.host14.registrar-servers.com,S=4949,W=5048:2,S(4.83 KB)
ðŸ“„ 1754982138.M620603P805357.host14.registrar-servers.com,S=55994,W=57010:2,S(54.68 KB)
ðŸ“„ 1754982625.M222514P637131.host14.registrar-servers.com,S=5633,W=5732:2,S(5.5 KB)
ðŸ“„ 1754987468.M578929P3912986.host14.registrar-servers.com,S=31098,W=31701:2,S(30.37 KB)
ðŸ“„ 1754989966.M272232P1023730.host14.registrar-servers.com,S=114056,W=115582:2,S(111.38 KB)
ðŸ“„ 1754991484.M616464P1573739.host14.registrar-servers.com,S=164807,W=166999:2,S(160.94 KB)
ðŸ“„ 1754996987.M740631P522109.host14.registrar-servers.com,S=5112,W=5211:2,S(4.99 KB)
ðŸ“„ 1755006280.M343926P958618.host14.registrar-servers.com,S=1076200,W=1093321:2,S(1.03 MB)
ðŸ“„ 1755021838.M61490P730818.host14.registrar-servers.com,S=4928,W=5021:2,S(4.81 KB)
ðŸ“„ 1755034047.M554268P3428753.host14.registrar-servers.com,S=333524,W=337905:2,S(325.71 KB)
ðŸ“„ 1755034827.M497506P3833825.host14.registrar-servers.com,S=333530,W=337911:2,S(325.71 KB)
ðŸ“„ 1755066269.M507821P4054983.host14.registrar-servers.com,S=1075921,W=1093040:2,S(1.03 MB)
ðŸ“„ 1755074285.M560666P3501793.host14.registrar-servers.com,S=4953,W=5052:2,S(4.84 KB)
ðŸ“„ 1755074489.M147742P3661231.host14.registrar-servers.com,S=12626,W=12798:2,S(12.33 KB)
ðŸ“„ 1755074628.M807442P3661231.host14.registrar-servers.com,S=13246,W=13428:2,S(12.94 KB)
ðŸ“„ 1755075324.M280789P4002402.host14.registrar-servers.com,S=9486,W=9627:2,S(9.26 KB)
ðŸ“„ 1755076888.M969944P609422.host14.registrar-servers.com,S=42886,W=43603:2,S(41.88 KB)
ðŸ“„ 1755077827.M608273P1145015.host14.registrar-servers.com,S=7328,W=7513:2,S(7.16 KB)
ðŸ“„ 1755078256.M212912P1145015.host14.registrar-servers.com,S=9476,W=9617:2,S(9.25 KB)
ðŸ“„ 1755078740.M742453P1903550.host14.registrar-servers.com,S=13453,W=13639:2,S(13.14 KB)
ðŸ“„ 1755078772.M116491P1903550.host14.registrar-servers.com,S=13511,W=13697:2,S(13.19 KB)
ðŸ“„ 1755083607.M576124P321237.host14.registrar-servers.com,S=72149,W=73333:2,S(70.46 KB)
ðŸ“„ 1755084797.M484225P860028.host14.registrar-servers.com,S=54058,W=55408:2,S(52.79 KB)
ðŸ“„ 1755087158.M935730P2321555.host14.registrar-servers.com,S=4914,W=5017:2,S(4.8 KB)
ðŸ“„ 1755087235.M82468P2321555.host14.registrar-servers.com,S=72856,W=73958:2,S(71.15 KB)
ðŸ“„ 1755092470.M238831P943380.host14.registrar-servers.com,S=29365,W=29764:2,S(28.68 KB)
ðŸ“„ 1755096202.M716285P2938958.host14.registrar-servers.com,S=82482,W=83866:2,S(80.55 KB)
ðŸ“„ 1755096617.M720307P3209409.host14.registrar-servers.com,S=81550,W=82912:2,S(79.64 KB)
ðŸ“„ 1755102444.M779987P2080100.host14.registrar-servers.com,S=56094,W=57321:2,S(54.78 KB)
ðŸ“„ 1755115714.M411567P807329.host14.registrar-servers.com,S=5438,W=5527:2,S(5.31 KB)
ðŸ“„ 1755148048.M59429P515321.host14.registrar-servers.com,S=60821,W=61949:2,S(59.4 KB)
ðŸ“„ 1755156707.M182226P1624873.host14.registrar-servers.com,S=52610,W=53803:2,S(51.38 KB)
ðŸ“„ 1755160730.M979579P3680915.host14.registrar-servers.com,S=5755,W=5858:2,S(5.62 KB)
ðŸ“„ 1755160765.M986609P3680915.host14.registrar-servers.com,S=8168,W=8281:2,S(7.98 KB)
ðŸ“„ 1755161637.M264856P54464.host14.registrar-servers.com,S=71926,W=73464:2,S(70.24 KB)
ðŸ“„ 1755166282.M32467P2643391.host14.registrar-servers.com,S=5429,W=5528:2,S(5.3 KB)
ðŸ“„ 1755184463.M265348P3537070.host14.registrar-servers.com,S=29474,W=29877:2,S(28.78 KB)
ðŸ“„ 1755226587.M399424P422113.host14.registrar-servers.com,S=317355,W=321525:2,S(309.92 KB)
ðŸ“„ 1755240132.M809123P2924930.host14.registrar-servers.com,S=56004,W=57020:2,S(54.69 KB)
ðŸ“„ 1755257553.M596527P3902740.host14.registrar-servers.com,S=66674,W=68332:2,S(65.11 KB)
ðŸ“„ 1755286947.M477230P2088978.host14.registrar-servers.com,S=191818,W=194357:2,S(187.32 KB)
ðŸ“„ 1755337879.M638763P3659677.host14.registrar-servers.com,S=55903,W=56917:2,S(54.59 KB)
ðŸ“„ 1755396564.M642504P1117296.host14.registrar-servers.com,S=970159,W=982794:2,S(947.42 KB)
ðŸ“„ 1755418736.M368866P3324675.host14.registrar-servers.com,S=2543389,W=2576470:2,S(2.43 MB)
ðŸ“„ 1755421645.M373061P683774.host14.registrar-servers.com,S=4935,W=5026:2,S(4.82 KB)
ðŸ“„ 1755422716.M744040P1344836.host14.registrar-servers.com,S=10613,W=10762:2,S(10.36 KB)
ðŸ“„ 1755430277.M38006P1053345.host14.registrar-servers.com,S=51209,W=52115:2,S(50.01 KB)
ðŸ“„ 1755432024.M829650P1297271.host14.registrar-servers.com,S=203320,W=206010:2,S(198.55 KB)
ðŸ“„ 1755435389.M684737P2619989.host14.registrar-servers.com,S=233990,W=237077:2,S(228.51 KB)
ðŸ“„ 1755436349.M431782P3445425.host14.registrar-servers.com,S=13311,W=13507:2,S(13 KB)
ðŸ“„ 1755476051.M531244P1841208.host14.registrar-servers.com,S=1136828,W=1154546:2,S(1.08 MB)
ðŸ“„ 1755496930.M757650P3595569.host14.registrar-servers.com,S=14443,W=14711:2,S(14.1 KB)
ðŸ“„ 1755501719.M615409P1754946.host14.registrar-servers.com,S=20779,W=21200:2,S(20.29 KB)
ðŸ“„ 1755504301.M585011P3222416.host14.registrar-servers.com,S=36947,W=37741:2,S(36.08 KB)
ðŸ“„ 1755506891.M119738P258365.host14.registrar-servers.com,S=36918,W=37712:2,S(36.05 KB)
ðŸ“„ 1755512608.M144968P3118586.host14.registrar-servers.com,S=194760,W=197338:2,S(190.2 KB)
ðŸ“„ 1755517750.M480741P1059537.host14.registrar-servers.com,S=50331,W=51306:2,S(49.15 KB)
ðŸ“„ 1755519087.M108591P1322072.host14.registrar-servers.com,S=50218,W=51193:2,S(49.04 KB)
ðŸ“„ 1755519287.M788709P1341862.host14.registrar-servers.com,S=36898,W=37692:2,S(36.03 KB)
ðŸ“„ 1755519577.M17547P1341862.host14.registrar-servers.com,S=10666,W=10816:2,S(10.42 KB)
ðŸ“„ 1755560198.M134203P3738421.host14.registrar-servers.com,S=5728,W=5821:2,S(5.59 KB)
ðŸ“„ 1755578656.M223062P1270590.host14.registrar-servers.com,S=60807,W=61934:2,S(59.38 KB)
ðŸ“„ 1755585483.M236999P523336.host14.registrar-servers.com,S=1123960,W=1138607:2,S(1.07 MB)
ðŸ“„ 1755587071.M298022P932294.host14.registrar-servers.com,S=5681,W=5796:2,S(5.55 KB)
ðŸ“„ 1755589438.M868616P1738727.host14.registrar-servers.com,S=14928,W=15130:2,S(14.58 KB)
ðŸ“„ 1755593011.M637528P3689292.host14.registrar-servers.com,S=93679,W=94943:2,S(91.48 KB)
ðŸ“„ 1755596009.M869276P1081300.host14.registrar-servers.com,S=36957,W=37751:2,S(36.09 KB)
ðŸ“„ 1755596612.M32684P1166884.host14.registrar-servers.com,S=223350,W=226298:2,S(218.12 KB)
ðŸ“„ 1755599569.M696426P2607677.host14.registrar-servers.com,S=47336,W=47996:2,S(46.23 KB)
ðŸ“„ 1755605541.M618255P1015637.host14.registrar-servers.com,S=2163636,W=2191789:2,S(2.06 MB)
ðŸ“„ 1755610932.M905906P3393566.host14.registrar-servers.com,S=5686,W=5814:2,S(5.55 KB)
ðŸ“„ 1755626712.M878246P3139050.host14.registrar-servers.com,S=5604,W=5731:2,S(5.47 KB)
ðŸ“„ 1755662004.M795101P3822482.host14.registrar-servers.com,S=203096,W=205782:2,S(198.34 KB)
ðŸ“„ 1755667100.M414160P1461183.host14.registrar-servers.com,S=60836,W=61964:2,S(59.41 KB)
ðŸ“„ 1755671151.M920531P3797439.host14.registrar-servers.com,S=194327,W=196900:2,S(189.77 KB)
ðŸ“„ 1755678887.M602775P3048520.host14.registrar-servers.com,S=5504,W=5599:2,S(5.38 KB)
ðŸ“„ 1755682072.M488478P515821.host14.registrar-servers.com,S=54154,W=54992:2,S(52.88 KB)
ðŸ“„ 1755686498.M753402P2093196.host14.registrar-servers.com,S=8493082,W=8603429:2,S(8.1 MB)

Editing: 1754480037.M517056P3597188.host14.registrar-servers.com,S=51211,W=52520:2,S

Envelope-to: info@greenfield.com.sa
Delivery-date: Wed, 06 Aug 2025 07:33:57 -0400
Sender: leap=ghost.io@m.ghost.io
Date: Wed, 06 Aug 2025 11:30:50 +0000
Mime-Version: 1.0
Content-Type: multipart/alternative;
 boundary="c342bc60ab6243ea92669ea1cfebecc4de563398286320329d4ae0c16be5"
Subject: How to build trustworthy AI
From: The DeepFest Team <leap@ghost.io>
To: info@greenfield.com.sa
Reply-To: marketing@deepfest.com
Message-Id: <20250806113050.4dc6c4079e9440f6@m.ghost.io>

--c342bc60ab6243ea92669ea1cfebecc4de563398286320329d4ae0c16be5
Content-Type: text/plain; charset="utf-8"
Content-Transfer-Encoding: quoted-printable

=C2=A0

How to build trustworthy AI [https://www.insights.onegiantleap.com/r/d98b2b=
69?m=3D5b01c48e-cc43-4280-80ba-4444a5561d1b]

By LEAP:IN =E2=80=A2 6 Aug 2025

View in browser [https://www.insights.onegiantleap.com/r/54cade56?m=3D5b01c=
48e-cc43-4280-80ba-4444a5561d1b]

View in browser [https://www.insights.onegiantleap.com/r/50fd505d?m=3D5b01c=
48e-cc43-4280-80ba-4444a5561d1b]

=C2=A0

Welcome to the=C2=A07 new deep divers=C2=A0who joined us since last Wednesd=
ay.

If you haven=E2=80=99t already,=C2=A0subscribe=C2=A0and join our community =
[https://www.insights.onegiantleap.com/r/967e0f44?m=3D5b01c48e-cc43-4280-80=
ba-4444a5561d1b]=C2=A0in receiving weekly AI insights, updates and intervie=
ws with industry experts straight to your feed.

----------------------------------------

=C2=A0

DeepDive

Imagine you=E2=80=99re handed a high=E2=80=91performance sports car and ask=
ed, =E2=80=9CIs this safe?=E2=80=9D You wouldn=E2=80=99t just glance under =
the bonnet, apply a coat of paint, and leave it at that.

Yet that=E2=80=99s effectively what happens when organisations evaluate onl=
y the post=E2=80=91mitigation version of an AI model. Research scientists D=
illon Bowen et=E2=80=AFal., in their March=E2=80=AF2025 position paper [htt=
ps://www.insights.onegiantleap.com/r/26170906?m=3D5b01c48e-cc43-4280-80ba-4=
444a5561d1b], argue that truly trustworthy evaluation requires two critical=
 snapshots: one before safeguards, and one after.=C2=A0

When we asked Roman Yampolskiy (AI Author and Director at Cybersecurity Lab=
, University of Louisville) what one thing he wished he could change about =
the way organisations are working with AI, he said:=C2=A0

=E2=80=9CIf I could change one aspect of current AI development, it would b=
e to instill a stronger culture of 'safety-first' in the AI community.=E2=
=80=9D=C2=A0

We=E2=80=99ve pulled key points from the paper by Bowen et al. to consider =
whether implementing both pre- and post-mitigation checks could significant=
ly improve AI safety.=C2=A0

The blind spot: Assessing just the aftermath=C2=A0

Most AI companies today report how well their mitigated models refuse harmf=
ul prompts. Yet Bowen and colleagues point out that this is only half the s=
tory. A model may perform admirably under test conditions =E2=80=93 but if =
its pre=E2=80=91mitigation self could already produce dangerous advice, tha=
t performance is a mirage

Why two views matter=C2=A0

The researchers frame four key scenarios that show why combining both persp=
ectives is essential:

1. No dangerous capabilities and strong refusal =3D solid case for safe de=
ployment.
 2. No dangerous capabilities but weak refusal =3D mitigations may need rei=
nforcing.
 3. Dangerous capabilities but strong refusal =3D may be safe for API relea=
se, but white=E2=80=91box access remains a no=E2=80=91go.
 4. Dangerous capabilities and weak refusal =3D clearly unsafe; mitigation =
must improve.

Only by seeing both before and after can company leaders and regulators mak=
e informed deployment choices.

What are the core recommendations?=C2=A0

The researchers=E2=80=99 survey of major frontier AI labs uncovered worryin=
g gaps =E2=80=93 such as evaluations that discuss refusal rates but omit pr=
e-mitigation benchmarks, and vague disclosures that aren=E2=80=99t clearly =
connected with specific processes or checks.=C2=A0

The industry=E2=80=99s approach is, at best, inconsistent. A lack of standa=
rdisation leaves room for ineffective controls.=C2=A0

So the paper laid out three recommendations:=C2=A0

1. Mandatory disclosure of pre=E2=80=91mitigation =E2=80=98dangerous capab=
ility=E2=80=99 evaluations, so we know what a model could do, not just what=
 it does after safeguards.
 2. Post=E2=80=91mitigation refusal evaluations, to confirm that safety mec=
hanisms hold even under adversarial prompting.
 3. Standardised evaluation practices, including consistent methodology and=
 transparency, so regulators and researchers can compare apples with apples=
=2E

We want to know what you think=C2=A0

The paper=E2=80=99s authors addressed counterarguments. For example, in res=
ponse to the idea that just one stage (to either prove a model inherently s=
afe or show post-mitigation robustness) is enough, they argued that neither=
 perspective alone equips you to anticipate future risks =E2=80=93 especial=
ly as a model=E2=80=99s capabilities grow.=C2=A0

And we want to hear from you. Could this be a wake-up call =E2=80=93 if we=
=E2=80=99re serious about trustworthy AI, do we need to systematically repo=
rt both views: what a model can do unfiltered, and how effective our contro=
ls really are under pressure?=C2=A0

Will this be an important step in the development of safer AI?=C2=A0

We=E2=80=99ll see you back here in your inbox next week.

PRE-REGISTER FOR DEEPFEST 2026 [https://www.insights.onegiantleap.com/r/7de=
eff55?m=3D5b01c48e-cc43-4280-80ba-4444a5561d1b]

More like this

[https://www.insights.onegiantleap.com/how-to-build-trustworthy-ai/#/feedba=
ck/687ca7d2b2d7a2000166b26a/1/?uuid=3D5b01c48e-cc43-4280-80ba-4444a5561d1b&=
key=3D93eca5ed033cc0ac16050d2cf4adc13f39f62839e1fe662d83fa634c49aaf084]

Less like this

[https://www.insights.onegiantleap.com/how-to-build-trustworthy-ai/#/feedba=
ck/687ca7d2b2d7a2000166b26a/0/?uuid=3D5b01c48e-cc43-4280-80ba-4444a5561d1b&=
key=3D93eca5ed033cc0ac16050d2cf4adc13f39f62839e1fe662d83fa634c49aaf084]

Comment

[https://www.insights.onegiantleap.com/r/97235f99?m=3D5b01c48e-cc43-4280-80=
ba-4444a5561d1b]

LEAP:IN =C2=A9 2025 =E2=80=93 Unsubscribe [https://www.insights.onegiantlea=
p.com/unsubscribe/?uuid=3D5b01c48e-cc43-4280-80ba-4444a5561d1b&key=3D93eca5=
ed033cc0ac16050d2cf4adc13f39f62839e1fe662d83fa634c49aaf084&newsletter=3Dfec=
94578-7ff4-4af5-be0c-6695a5a33b0c]

https://ghost.org/?via=3Dpbg-newsletter&ref=3Dinsights.onegiantleap.com

=C2=A0

--c342bc60ab6243ea92669ea1cfebecc4de563398286320329d4ae0c16be5
Content-Type: text/html; charset="utf-8"
Content-Transfer-Encoding: quoted-printable

<!doctype html>
<html>
    <head>
        <meta name=3D"viewport" content=3D"width=3Ddevice-width">
        <meta http-equiv=3D"Content-Type" content=3D"text/html; charset=3DU=
TF-8">
        
        <title>How to build trustworthy AI</title>
        <style>
=2Epost-title-link {
  display: block;
  margin-top: 32px;
  color: #15212A;
  text-align: center;
  line-height: 1.1em;
}
=2Epost-title-link-left {
  text-align: left;
}
=2Eview-online-link {
  word-wrap: none;
  white-space: nowrap;
  color: #15212a;
  color: rgba(0, 0, 0, 0.6);
  text-decoration: underline !important;
}
=2Ekg-nft-link {
  display: block;
  text-decoration: none !important;
  color: #15212A !important;
  font-family: inherit !important;
  font-size: 14px;
  line-height: 1.3em;
  padding-top: 4px;
  padding-right: 20px;
  padding-left: 20px;
  padding-bottom: 4px;
}
=2Ekg-twitter-link {
  display: block;
  text-decoration: none !important;
  color: #15212A !important;
  font-family: inherit !important;
  font-size: 15px;
  padding: 8px;
  line-height: 1.3em;
}
=2Ekg-cta-link-accent .kg-cta-sponsor-label a {
  color: #5302D6 !important;
}
=2Ekg-cta-text a:not(.kg-cta-link-accent .kg-cta-text a) {
  color: #15212A;
  text-decoration: underline;
}
=2Ekg-cta-link-accent .kg-cta-text a {
  color: #5302D6 !important;
}
=2Ekg-audio-link {
  color: #15212a !important;
  color: rgba(0, 0, 0, 0.6) !important;
}
@media only screen and (max-width: 620px) {
  table.body {
    width: 100%;
    min-width: 100%;
  }

.hide-mobile {
    display: none;
  }

.mobile-only {
    display: initial !important;
  }

.hide-desktop {
    display: initial !important;
  }

.desktop-only {
    display: none !important;
  }

table.body p,
table.body ul,
table.body ol,
table.body td {
    font-size: 16px;
  }

table.header .post-excerpt {
    font-size: 16px !important;
  }

table.body .kg-callout-card {
    padding: 16px 24px !important;
  }

table.body .kg-callout-text {
    font-size: 16px !important;
    line-height: 1.5em !important;
  }

table.body pre {
    white-space: pre-wrap !important;
    word-break: break-word !important;
  }

table.body .content {
    padding: 0 !important;
  }

table.body .container {
    padding: 0 !important;
    width: 100% !important;
  }

table.body .main,
table.header .header-main {
    border-spacing: 10px 0 !important;
    border-left-width: 0 !important;
    border-radius: 0 !important;
    border-right-width: 0 !important;
  }

table.body .img-responsive {
    height: auto !important;
    max-width: 100% !important;
    width: auto !important;
  }

table.header .site-icon {
    padding-top: 0 !important;
  }

table.header .site-info {
    padding-top: 24px !important;
  }

table.header .post-title-link {
    margin-top: 24px !important;
  }

table.header .post-meta-wrapper {
    padding-bottom: 24px !important;
  }

table.header .site-icon img {
    width: 36px !important;
    height: 36px !important;
  }

table.header .site-url a {
    font-size: 13px !important;
    padding-bottom: 16px !important;
  }

table.header .post-meta,
table.header .post-meta-date {
    white-space: normal !important;
    font-size: 13px !important;
    line-height: 1.2em;
  }

table.header .post-meta,
table.header .view-online {
    width: 100% !important;
  }

table.header .post-meta-left,
table.header .post-meta-left.view-online {
    width: 100% !important;
    text-align: left !important;
  }

table.header .post-meta.view-online-mobile {
    display: table-row !important;
  }

table.header .post-meta-left.view-online-mobile,
table.header .post-meta-left.view-online-mobile .view-online {
    text-align: left !important;
  }

table.header .post-meta.view-online.desktop {
    display: none !important;
  }

table.header .view-online {
    text-decoration: underline;
  }

table.body .footer p,
table.body .footer p span {
    font-size: 13px !important;
  }

table.header .view-online-link,
table.body .footer,
table.body .footer a {
    font-size: 13px !important;
  }

table.header .post-title a {
    font-size: 26px !important;
    line-height: 1.1em !important;
  }

table.feedback-buttons {
    display: table !important;
    width: 100% !important;
    max-width: 390px;
  }

table.feedback-buttons img {
    display: inherit !important;
  }

table.body .feedback-button-text {
    display: none!important;
  }

table.body .latest-posts-header {
    font-size: 12px !important;
  }

table.body .latest-post-title {
    padding-right: 8px !important;
  }

table.body .latest-post h4,
table.body .latest-post h4 span {
    padding: 4px 0 6px !important;
    font-size: 15px !important;
  }

table.body .latest-post-excerpt,
table.body .latest-post-excerpt a,
table.body .latest-post-excerpt span {
    font-size: 13px !important;
    line-height: 1.2 !important;
  }

table.body .subscription-box h3 {
    font-size: 14px !important;
  }

table.body .subscription-box p,
table.body .subscription-box p span {
    font-size: 13px !important;
  }

table.body .subscription-details,
table.body .manage-subscription {
    display: inline-block;
    width: 100%;
    text-align: left !important;
    font-size: 13px !important;
  }

table.body .subscription-details {
    padding-bottom: 12px;
  }

table.body .kg-bookmark-card {
    width: 90vw;
  }

table.body .kg-bookmark-thumbnail {
    display: none !important;
  }

table.body .kg-bookmark-metadata span {
    font-size: 13px !important;
  }

table.body .kg-embed-card {
    max-width: 90vw !important;
  }

table.body h1 {
    font-size: 32px !important;
    line-height: 1.3em !important;
  }

table.body h2,
table.body h2 span {
    font-size: 26px !important;
    line-height: 1.22em !important;
  }

table.body h3 {
    font-size: 21px !important;
    line-height: 1.25em !important;
  }

table.body h4 {
    font-size: 19px !important;
    line-height: 1.3em !important;
  }

table.body h5 {
    font-size: 16px !important;
    line-height: 1.4em !important;
  }

table.body h6 {
    font-size: 16px !important;
    line-height: 1.4em !important;
  }

table.body blockquote {
    font-size: 16px !important;
    line-height: 1.6em;
    margin-bottom: 0;
  }

table.body blockquote p {
    margin-right: 15px !important;
    margin-left: 15px !important;
  }

table.body blockquote.kg-blockquote-alt {
    border-left: 0 none !important;
    margin: 0 !important;
    font-size: 18px !important;
    line-height: 1.4em !important;
  }

table.body blockquote.kg-blockquote-alt p {
    margin-right: 20px !important;
    margin-left: 20px !important;
  }

table.body hr {
    margin: 2em 0 !important;
  }

.feature-image-caption {
    font-size: 13px!important;
  }

.kg-card-figcaption {
    font-size: 13px!important;
  }

.kg-card-figcaption p,
=2Ekg-card-figcaption p span {
    font-size: 13px!important;
  }

table.body .kg-cta-card {
    padding: 0 20px;
  }

table.body .kg-cta-card.kg-cta-bg-none {
    padding: 0;
  }

table.body .kg-cta-sponsor-label {
    padding: 10px 0;
  }

table.body table.kg-cta-content-wrapper:not(.kg-cta-bg-none.kg-cta-no-div=
iders table.kg-cta-content-wrapper) {
    padding: 20px 0;
  }

table.body .kg-cta-immersive.kg-cta-has-img:not(.kg-cta-bg-none):not(.kg-=
cta-no-label) table.kg-cta-content-wrapper {
    padding-top: 0;
  }

table.body .kg-cta-minimal .kg-cta-image-container {
    padding-right: 20px;
  }

table.body .kg-cta-immersive .kg-cta-image-container {
    padding-bottom: 20px;
  }

table.body .kg-cta-immersive.kg-cta-no-text .kg-cta-image-container {
    padding-bottom: 0;
  }

table.body .kg-cta-button-container {
    padding-top: 16px;
  }

table.body .kg-cta-minimal .kg-cta-image-container {
    display: inline-block !important;
    width: 100% !important;
    padding: 0 !important;
    padding-bottom: 16px !important;
    padding-right: 0 !important;
  }

table.body .kg-cta-minimal .kg-cta-content-inner {
    display: inline-block !important;
    width: 100% !important;
    padding: 0 !important;
  }

table.body .kg-cta-minimal img.kg-cta-image {
    width: 52px !important;
    height: 52px !important;
  }
}
@media all {
  .subscription-details p.hidden {
    display: none !important;
  }

.ExternalClass {
    width: 100%;
  }

.ExternalClass,
=2EExternalClass p,
=2EExternalClass span,
=2EExternalClass font,
=2EExternalClass td,
=2EExternalClass div {
    line-height: 100%;
  }

.apple-link a {
    color: inherit !important;
    font-family: inherit !important;
    font-size: inherit !important;
    font-weight: inherit !important;
    line-height: inherit !important;
    text-decoration: none !important;
  }

#MessageViewBody a {
    color: inherit;
    text-decoration: none;
    font-size: inherit;
    font-family: inherit;
    font-weight: inherit;
    line-height: inherit;
  }
}
</style>
        
    </head>
    <body style=3D"background-color: #fff; font-family: -apple-system, Blin=
kMacSystemFont, Roboto, Helvetica, Arial, sans-serif; -webkit-font-smoothin=
g: antialiased; font-size: 18px; line-height: 0; margin: 0; padding: 0; -ms=
-text-size-adjust: 100%; -webkit-text-size-adjust: 100%; color: #15212A;"><=
img width=3D"1" height=3D"1" alt=3D"" src=3D"http://email.m.ghost.io/o/eJws=
jkFuAyEMAF8TbkE2GIMPfswCZoO6G6Rk2_dXjXoczRyma669YXGmmBNRFsnJ2bnN4z67cpEYm7F=
ITFIBALetI6J7KAKYjUpccgmFrYdQh1WImQvFmtzUACFBAUaMkMBTb9wIspgQweAbwen3x3pffi=
730vkc60awv8yeY9rRfVunf2_u0k91_2y5S-ux9ruwIMgffR9f_-pHw28AAAD__4T-PL8">
        <span class=3D"preheader" style=3D"color: transparent; display: non=
e; height: 0; max-height: 0; max-width: 0; opacity: 0; overflow: hidden; ms=
o-hide: all; visibility: hidden; width: 0;">A new research perspective</spa=
n>

<table role=3D"presentation" border=3D"0" cellpadding=3D"0" cel=
lspacing=3D"0" class=3D"header" width=3D"100%" style=3D"mso-table-lspace: 0=
pt; mso-table-rspace: 0pt; line-height: 1.4; background-color: #ffffff; wid=
th: 100%; border-spacing: 0; border-collapse: collapse;" bgcolor=3D"#ffffff=
">
                
                
                <tr>
                    <td style=3D"font-family: -apple-system, BlinkMacSystem=
Font, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vertical-align=
: top; color: #15212A;" valign=3D"top">&#xA0;</td>
                    <td class=3D"container" align=3D"center" style=3D"font-=
family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-s=
erif; font-size: 18px; vertical-align: top; color: #15212A;" valign=3D"top"=
>
                        <div class=3D"content" style=3D"box-sizing: border-=
box; display: block; margin: 0 auto; max-width: 600px;">
                        
                        <table role=3D"presentation" border=3D"0" cellpaddi=
ng=3D"0" cellspacing=3D"0" class=3D"header-main" style=3D"border-collapse: =
separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; border-spacing: 20p=
x 0; width: 100%; max-width: 600px; background: #ffffff; background-color: =
transparent;" width=3D"100%" bgcolor=3D"transparent">
                            <tr>
                                <td class=3D"header-content" style=3D"font-=
family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-s=
erif; font-size: 18px; vertical-align: top; color: #15212A; padding: 0; mar=
gin: 0 auto;" valign=3D"top">
                                    <table role=3D"presentation" border=3D"=
0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" style=3D"border-colla=
pse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 100%;">

<tr>
                                                <td class=3D"post-title pos=
t-title-with-excerpt" style=3D"font-family: -apple-system, BlinkMacSystemFo=
nt, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vertical-align: =
top; text-align: center; color: #000000; padding-bottom: 8px;" valign=3D"to=
p" align=3D"center">
                                                    <table role=3D"presenta=
tion" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" style=3D"border-coll=
apse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 100%;"=
 width=3D"100%">
                                                        <tr>
                                                            <td style=3D"fo=
nt-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, san=
s-serif; vertical-align: top; font-size: 36px; line-height: 1.1; font-weigh=
t: 700; text-align: center; color: #000000;" valign=3D"top" align=3D"center=
">
                                                                <a href=3D"=
https://www.insights.onegiantleap.com/r/d98b2b69?m=3D5b01c48e-cc43-4280-80b=
a-4444a5561d1b" class=3D"post-title-link" style=3D"text-decoration: none; d=
isplay: block; margin-top: 32px; text-align: center; line-height: 1.1em; ov=
erflow-wrap: anywhere; color: #000000;" target=3D"_blank">How to build trus=
tworthy AI</a>
                                                            </td>
                                                        </tr>
                                                    </table>
                                                </td>
                                            </tr>
                                            <tr>
                                                <td width=3D"100%" style=3D=
"font-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, =
sans-serif; font-size: 18px; vertical-align: top; color: #15212A; width: 10=
0%;" align=3D"center" valign=3D"top">
                                                    <table class=3D"post-me=
ta-wrapper" role=3D"presentation" border=3D"0" cellpadding=3D"0" cellspacin=
g=3D"0" width=3D"100%" style=3D"border-collapse: separate; mso-table-lspace=
: 0pt; mso-table-rspace: 0pt; width: 100%; padding-bottom: 32px;">
                                                        <tr>
                                                            <td height=3D"2=
0" class=3D"post-meta post-meta-center" style=3D"font-family: -apple-system=
, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; vertical-align:=
 top; color: #15212a; color: rgba(0, 0, 0, 0.6); font-size: 13px; font-weig=
ht: 400; text-align: center; padding: 0;" valign=3D"top" align=3D"center">
                                                                By LEAP:IN =
&#x2022; <span class=3D"post-meta-date" style=3D"white-space: nowrap;">6 Au=
g 2025 </span>
                                                            </td>
                                                            <td class=3D"po=
st-meta post-meta-center view-online desktop" style=3D"font-family: -apple-=
system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; vertical-=
align: top; color: rgba(0, 0, 0, 0.6); font-size: 13px; font-weight: 400; t=
ext-align: center; display: none;" valign=3D"top" align=3D"center">
                                                                <a href=3D"=
https://www.insights.onegiantleap.com/r/54cade56?m=3D5b01c48e-cc43-4280-80b=
a-4444a5561d1b" class=3D"view-online-link" style=3D"word-wrap: none; white-=
space: nowrap; color: #15212a; color: rgba(0, 0, 0, 0.6); overflow-wrap: an=
ywhere; text-decoration: underline;" target=3D"_blank">View in browser</a>
                                                            </td>
                                                        </tr>
                                                        <tr class=3D"post-m=
eta post-meta-center view-online-mobile" style=3D"color: #15212a; color: rg=
ba(0, 0, 0, 0.6); font-size: 13px; font-weight: 400; text-align: center;" a=
lign=3D"center">
                                                            <td height=3D"2=
0" class=3D"view-online" style=3D"font-family: -apple-system, BlinkMacSyste=
mFont, Roboto, Helvetica, Arial, sans-serif; vertical-align: top; color: #1=
5212a; color: rgba(0, 0, 0, 0.6); font-size: 13px; font-weight: 400; text-a=
lign: center; text-decoration: underline;" valign=3D"top" align=3D"center">
                                                                <a href=3D"=
https://www.insights.onegiantleap.com/r/50fd505d?m=3D5b01c48e-cc43-4280-80b=
a-4444a5561d1b" class=3D"view-online-link" style=3D"word-wrap: none; white-=
space: nowrap; color: #15212a; color: rgba(0, 0, 0, 0.6); overflow-wrap: an=
ywhere; text-decoration: underline;" target=3D"_blank">View in browser</a>
                                                            </td>
                                                        </tr>
                                                    </table>
                                                </td>
                                            </tr>

</table>
                                </td>
                            </tr>
                        </table>
                        </div>
                    </td>
                    <td style=3D"font-family: -apple-system, BlinkMacSystem=
Font, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vertical-align=
: top; color: #15212A;" valign=3D"top">&#xA0;</td>
                </tr>
                
            </table>

<table role=3D"presentation" border=3D"0" cellpadding=3D"0" cellspa=
cing=3D"0" class=3D"body" width=3D"100%" style=3D"border-collapse: separate=
; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 100%; line-height: 1=
=2E4; background-color: #ffffff;" bgcolor=3D"#ffffff">
            
            
            <tr>
                <td style=3D"font-family: -apple-system, BlinkMacSystemFont=
, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vertical-align: to=
p; color: #15212A;" valign=3D"top">&#xA0;</td>
                <td class=3D"container" style=3D"font-family: -apple-system=
, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; font-size: 18px=
; vertical-align: top; color: #15212A; display: block; max-width: 600px; ma=
rgin: 0 auto;" valign=3D"top">
                    <div class=3D"content" style=3D"box-sizing: border-box;=
 display: block; margin: 0 auto; max-width: 600px;">
                        <table role=3D"presentation" border=3D"0" cellpaddi=
ng=3D"0" cellspacing=3D"0" class=3D"main" width=3D"100%" style=3D"border-co=
llapse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; border-spac=
ing: 20px 0; width: 100%; max-width: 600px; background: #ffffff; background=
-color: #ffffff;" bgcolor=3D"#ffffff">
                            <tr>
                                <td class=3D"wrapper" style=3D"font-family:=
 -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; f=
ont-size: 18px; vertical-align: top; color: #15212A; box-sizing: border-box=
;" valign=3D"top">
                                    <table role=3D"presentation" border=3D"=
0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" style=3D"border-colla=
pse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 100%;">
                                        <tr class=3D"post-content-row">
                                            <td class=3D"post-content-sans-=
serif" style=3D"font-family: -apple-system, BlinkMacSystemFont, Roboto, Hel=
vetica, Arial, sans-serif; vertical-align: top; font-size: 17px; line-heigh=
t: 1.5em; color: #15212A; padding-bottom: 20px; border-bottom: 1px solid #e=
0e7eb; max-width: 600px;" valign=3D"top">
                                                
                                                <p style=3D"margin: 0 0 1.5=
em 0; line-height: 1.6em; color: #15212A;">Welcome to the&#xA0;<strong styl=
e=3D"font-weight: 700;">7 new deep divers</strong>&#xA0;who joined us since=
 last Wednesday.</p><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; co=
lor: #15212A;">If you haven&#x2019;t already,&#xA0;<a href=3D"https://www.i=
nsights.onegiantleap.com/r/967e0f44?m=3D5b01c48e-cc43-4280-80ba-4444a5561d1=
b" rel=3D"noreferrer" style=3D"overflow-wrap: anywhere; color: #5302D6; tex=
t-decoration: underline;" target=3D"_blank"><strong style=3D"font-weight: 7=
00;">subscribe&#xA0;and join our community</strong></a>&#xA0;in receiving w=
eekly AI insights, updates and interviews with industry experts straight to=
 your feed.</p><table class=3D"kg-card kg-hr-card" role=3D"presentation" wi=
dth=3D"100%" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" style=3D"bord=
er-collapse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width:=
 100%;"><tbody><tr><td style=3D"font-family: -apple-system, BlinkMacSystemF=
ont, Roboto, Helvetica, Arial, sans-serif; vertical-align: top; color: #152=
12A; margin: 0; padding-top: 1.5em; padding-bottom: 3em; font-size: 17px;" =
valign=3D"top"><hr style=3D"position: relative; width=
: 100%; margin: 3em 0; padding: 0; height: 1px; background-color: transpare=
nt; border: 0; border-top: 1px solid #e0e7eb; display: none;"><table class=3D"kg-hr" role=3D"presentation" border=3D"0" cellpadding=3D=
"0" cellspacing=3D"0" style=3D"border-collapse: separate; mso-table-lspace:=
 0pt; mso-table-rspace: 0pt; width: 100%;" width=3D"100%"><tbody><tr><td st=
yle=3D"font-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, A=
rial, sans-serif; vertical-align: top; color: #15212A; padding-top: 1.5em; =
padding-bottom: 3em; margin: 0; padding: 0; border-top: 1px solid #e0e7eb; =
font-size: 0; line-height: 0;" valign=3D"top">&#xA0;</td></tr></tbody></tab=
le></td></tr></tbody></table><h3 id=3D"deepdive" style=3D"font-family: -app=
le-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; line-h=
eight: 1.11em; font-weight: 700; text-rendering: optimizeLegibility; margin=
: 1.5em 0 0.5em 0; font-size: 26px; margin-top: 0; color: #15212A;">DeepDiv=
e</h3><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; color: #15212A;"=
>Imagine you&#x2019;re handed a high&#x2011;performance sports car and aske=
d, &#x201C;Is this safe?&#x201D; You wouldn&#x2019;t just glance under the =
bonnet, apply a coat of paint, and leave it at that.</p><p style=3D"margin:=
 0 0 1.5em 0; line-height: 1.6em; color: #15212A;">Yet that&#x2019;s effect=
ively what happens when organisations evaluate only the post&#x2011;mitigat=
ion version of an AI model. Research scientists Dillon Bowen et&#x202F;al.,=
 in their March&#x202F;2025 position <a href=3D"https://www.insights.onegia=
ntleap.com/r/26170906?m=3D5b01c48e-cc43-4280-80ba-4444a5561d1b" style=3D"ov=
erflow-wrap: anywhere; color: #5302D6; text-decoration: underline;" target=
=3D"_blank"><u>paper</u></a>, argue that<strong style=3D"font-weight: 700;"=
> truly trustworthy evaluation requires two critical snapshots:</strong> on=
e before safeguards, and one after.&#xA0;</p><p style=3D"margin: 0 0 1.5em =
0; line-height: 1.6em; color: #15212A;">When we asked Roman Yampolskiy (AI =
Author and Director at Cybersecurity Lab, University of Louisville) what on=
e thing he wished he could change about the way organisations are working w=
ith AI, he said:&#xA0;</p><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6=
em; color: #15212A;">&#x201C;If I could change one aspect of current AI dev=
elopment, it would be to<strong style=3D"font-weight: 700;"> instill a stro=
nger culture of &#39;safety-first&#39; in the AI community.</strong>&#x201D=
;&#xA0;</p><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; color: #152=
12A;">We&#x2019;ve pulled key points from the paper by Bowen et al. to cons=
ider whether implementing both pre- and post-mitigation checks could signif=
icantly improve AI safety.&#xA0;</p><h4 id=3D"the-blind-spot-assessing-just=
-the-aftermath" style=3D"margin-top: 0; font-family: -apple-system, BlinkMa=
cSystemFont, Roboto, Helvetica, Arial, sans-serif; font-weight: 700; text-r=
endering: optimizeLegibility; margin: 1.8em 0 0.5em 0; font-size: 21px; lin=
e-height: 1.2em; color: #15212A;">The blind spot: Assessing just the afterm=
ath&#xA0;</h4><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; color: #=
15212A;">Most AI companies today report how well their mitigated models ref=
use harmful prompts. Yet Bowen and colleagues point out that this is only h=
alf the story. A model may perform admirably under test conditions &#x2013;=
 but if its pre&#x2011;mitigation self could already produce dangerous advi=
ce, that performance is a mirage</p><h4 id=3D"why-two-views-matter" style=
=3D"margin-top: 0; font-family: -apple-system, BlinkMacSystemFont, Roboto, =
Helvetica, Arial, sans-serif; font-weight: 700; text-rendering: optimizeLeg=
ibility; margin: 1.8em 0 0.5em 0; font-size: 21px; line-height: 1.2em; colo=
r: #15212A;">Why two views matter&#xA0;</h4><p style=3D"margin: 0 0 1.5em 0=
; line-height: 1.6em; color: #15212A;">The researchers frame four key scena=
rios that show why combining both perspectives is essential:</p><ol style=
=3D"margin: 0 0 1.5em 0; line-height: 1.6em; padding-left: 1.3em; padding-r=
ight: 1.5em; list-style: decimal; max-width: 100%;"><li style=3D"margin: 0.=
5em 0; padding-left: 0.3em; line-height: 1.6em; color: #15212A;">No dangero=
us capabilities and strong refusal =3D solid case for safe deployment.</li>=
<li style=3D"margin: 0.5em 0; padding-left: 0.3em; line-height: 1.6em; colo=
r: #15212A;">No dangerous capabilities but weak refusal =3D mitigations may=
 need reinforcing.</li><li style=3D"margin: 0.5em 0; padding-left: 0.3em; l=
ine-height: 1.6em; color: #15212A;">Dangerous capabilities but strong refus=
al =3D may be safe for API release, but white&#x2011;box access remains a n=
o&#x2011;go.</li><li style=3D"margin: 0.5em 0; padding-left: 0.3em; line-he=
ight: 1.6em; color: #15212A;">Dangerous capabilities and weak refusal =3D c=
learly unsafe; mitigation must improve.</li></ol><p style=3D"margin: 0 0 1.=
5em 0; line-height: 1.6em; color: #15212A;">Only by seeing both before and =
after can company leaders and regulators make informed deployment choices.<=
/p><h4 id=3D"what-are-the-core-recommendations" style=3D"margin-top: 0; fon=
t-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans=
-serif; font-weight: 700; text-rendering: optimizeLegibility; margin: 1.8em=
 0 0.5em 0; font-size: 21px; line-height: 1.2em; color: #15212A;">What are =
the core recommendations?&#xA0;</h4><p style=3D"margin: 0 0 1.5em 0; line-h=
eight: 1.6em; color: #15212A;">The researchers&#x2019; survey of major fron=
tier AI labs uncovered worrying gaps &#x2013; such as evaluations that disc=
uss refusal rates but <strong style=3D"font-weight: 700;">omit</strong> pre=
-mitigation benchmarks, and <strong style=3D"font-weight: 700;">vague discl=
osures</strong> that aren&#x2019;t clearly connected with specific processe=
s or checks.&#xA0;</p><p style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; =
color: #15212A;">The industry&#x2019;s approach is, at best, <strong style=
=3D"font-weight: 700;">inconsistent</strong>. A lack of standardisation lea=
ves room for ineffective controls.&#xA0;</p><p style=3D"margin: 0 0 1.5em 0=
; line-height: 1.6em; color: #15212A;">So the paper laid out three recommen=
dations:&#xA0;</p><ol style=3D"margin: 0 0 1.5em 0; line-height: 1.6em; pad=
ding-left: 1.3em; padding-right: 1.5em; list-style: decimal; max-width: 100=
%;"><li style=3D"margin: 0.5em 0; padding-left: 0.3em; line-height: 1.6em; =
color: #15212A;"><strong style=3D"font-weight: 700;">Mandatory disclosure o=
f pre&#x2011;mitigation &#x2018;dangerous capability&#x2019; evaluations</s=
trong>, so we know what a model <em>could</em> do, not just what it does af=
ter safeguards.</li><li style=3D"margin: 0.5em 0; padding-left: 0.3em; line=
-height: 1.6em; color: #15212A;"><strong style=3D"font-weight: 700;">Post&#=
x2011;mitigation refusal evaluations</strong>, to confirm that safety mecha=
nisms hold even under adversarial prompting.</li><li style=3D"margin: 0.5em=
 0; padding-left: 0.3em; line-height: 1.6em; color: #15212A;"><strong style=
=3D"font-weight: 700;">Standardised evaluation practices</strong>, includin=
g consistent methodology and transparency, so regulators and researchers ca=
n compare apples with apples.</li></ol><h4 id=3D"we-want-to-know-what-you-t=
hink" style=3D"margin-top: 0; font-family: -apple-system, BlinkMacSystemFon=
t, Roboto, Helvetica, Arial, sans-serif; font-weight: 700; text-rendering: =
optimizeLegibility; margin: 1.8em 0 0.5em 0; font-size: 21px; line-height: =
1.2em; color: #15212A;">We want to know what you think&#xA0;</h4><p style=
=3D"margin: 0 0 1.5em 0; line-height: 1.6em; color: #15212A;">The paper&#x2=
019;s authors addressed counterarguments. For example, in response to the i=
dea that just one stage (to either prove a model inherently safe or show po=
st-mitigation robustness) is enough, they argued that neither perspective a=
lone equips you to anticipate future risks &#x2013; especially as a model&#=
x2019;s capabilities grow.&#xA0;</p><p style=3D"margin: 0 0 1.5em 0; line-h=
eight: 1.6em; color: #15212A;">And <em>we </em>want to hear from <strong st=
yle=3D"font-weight: 700;">you</strong>. Could this be a wake-up call &#x201=
3; if we&#x2019;re serious about trustworthy AI, do we need to systematical=
ly report both views: what a model can do unfiltered, and how effective our=
 controls really are under pressure?&#xA0;</p><p style=3D"margin: 0 0 1.5em=
 0; line-height: 1.6em; color: #15212A;">Will this be an important step in =
the development of safer AI?&#xA0;</p><p style=3D"margin: 0 0 1.5em 0; line=
-height: 1.6em; color: #15212A;">We&#x2019;ll see you back here in your inb=
ox next week. </p><table class=3D"kg-card kg-button-card" border=3D"0" cell=
padding=3D"0" cellspacing=3D"0" style=3D"border-collapse: separate; mso-tab=
le-lspace: 0pt; mso-table-rspace: 0pt; width: 100%;" width=3D"100%"><tbody>=
<tr><td class=3D"kg-card-spacing" style=3D"font-family: -apple-system, Blin=
kMacSystemFont, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vert=
ical-align: top; color: #15212A; padding: 0 0 1.5em 0;" valign=3D"top"><tab=
le class=3D"btn" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" align=3D"=
center" style=3D"border-collapse: separate; mso-table-lspace: 0pt; mso-tabl=
e-rspace: 0pt; box-sizing: border-box; width: auto;" width=3D"auto"><tbody>=
<tr><td align=3D"center" style=3D"font-size: 18px; vertical-align: top; col=
or: #15212A; padding: 8px 20px 9px; background-color: #5302D6; border-radiu=
s: 6px; text-align: center; font-family: -apple-system, BlinkMacSystemFont,=
 Roboto, Helvetica, Arial, sans-serif;" valign=3D"top" bgcolor=3D"#5302D6">=
<a href=3D"https://www.insights.onegiantleap.com/r/7deeff55?m=3D5b01c48e-cc=
43-4280-80ba-4444a5561d1b" style=3D"overflow-wrap: anywhere; box-sizing: bo=
rder-box; color: #FFFFFF; cursor: pointer; display: inline-block; font-size=
: 15px; font-weight: 600; margin: 0; text-decoration: none;" target=3D"_bla=
nk">PRE-REGISTER FOR DEEPFEST 2026</a></td></tr></tbody></table></td></tr><=
/tbody></table>

</td>
                                        </tr>
                                    </table>
                                </td>
                            </tr>

<tr>
                                    <td class=3D"feedback-buttons-container=
" dir=3D"ltr" width=3D"100%" align=3D"center" style=3D"font-family: -apple-=
system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; font-size=
: 18px; vertical-align: top; color: #15212A; padding: 32px 0 24px; border-b=
ottom: 1px solid #e0e7eb; text-align: center; background-color: #ffffff;" v=
align=3D"top" bgcolor=3D"#ffffff">
                                        <table class=3D"feedback-buttons" r=
ole=3D"presentation" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" style=
=3D"border-collapse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt=
; margin: auto; width: 100%;" width=3D"100%">
                                            <tr>
                                                    <td dir=3D"ltr" valign=
=3D"top" align=3D"center" style=3D"font-size: 18px; color: #15212A; display=
: inline-block; vertical-align: top; font-family: inherit; text-align: cent=
er; padding: 0 4px 4px; cursor: pointer; width: 30%;" width=3D"30%">
                                                        <a href=3D"https://=
www.insights.onegiantleap.com/how-to-build-trustworthy-ai/#/feedback/687ca7=
d2b2d7a2000166b26a/1/?uuid=3D5b01c48e-cc43-4280-80ba-4444a5561d1b&amp;key=
=3D93eca5ed033cc0ac16050d2cf4adc13f39f62839e1fe662d83fa634c49aaf084" target=
=3D"_blank" style=3D"color: #5302D6; text-decoration: none; overflow-wrap: =
anywhere;">
                                                            <img src=3D"htt=
ps://static.ghost.org/v5.0.0/images/more-like-this-mobile.png" border=3D"0"=
 width=3D"42" height=3D"42" alt=3D"More like this" style=3D"border: none; -=
ms-interpolation-mode: bicubic; max-width: 100%; display: block; margin: 0 =
auto; vertical-align: middle;">
                                                            <p class=3D"fee=
dback-button-text" style=3D"display: inline-block; font-family: -apple-syst=
em, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; color: #15212=
A; font-weight: 500; margin: 1em 0 0 0; line-height: 1.4em; word-break: bre=
ak-word; font-size: 13px;">More like this</p>
                                                        </a>
                                                    </td>                  =
                                  <td dir=3D"ltr" valign=3D"top" align=3D"c=
enter" style=3D"font-size: 18px; color: #15212A; display: inline-block; ver=
tical-align: top; font-family: inherit; text-align: center; padding: 0 4px =
4px; cursor: pointer; width: 30%;" width=3D"30%">
                                                        <a href=3D"https://=
www.insights.onegiantleap.com/how-to-build-trustworthy-ai/#/feedback/687ca7=
d2b2d7a2000166b26a/0/?uuid=3D5b01c48e-cc43-4280-80ba-4444a5561d1b&amp;key=
=3D93eca5ed033cc0ac16050d2cf4adc13f39f62839e1fe662d83fa634c49aaf084" target=
=3D"_blank" style=3D"color: #5302D6; text-decoration: none; overflow-wrap: =
anywhere;">
                                                            <img src=3D"htt=
ps://static.ghost.org/v5.0.0/images/less-like-this-mobile.png" border=3D"0"=
 width=3D"42" height=3D"42" alt=3D"Less like this" style=3D"border: none; -=
ms-interpolation-mode: bicubic; max-width: 100%; display: block; margin: 0 =
auto; vertical-align: middle;">
                                                            <p class=3D"fee=
dback-button-text" style=3D"display: inline-block; font-family: -apple-syst=
em, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; color: #15212=
A; font-weight: 500; margin: 1em 0 0 0; line-height: 1.4em; word-break: bre=
ak-word; font-size: 13px;">Less like this</p>
                                                        </a>
                                                    </td>                  =
                                  <td dir=3D"ltr" valign=3D"top" align=3D"c=
enter" style=3D"font-size: 18px; color: #15212A; display: inline-block; ver=
tical-align: top; font-family: inherit; text-align: center; padding: 0 4px =
4px; cursor: pointer; width: 30%;" width=3D"30%">
                                                        <a href=3D"https://=
www.insights.onegiantleap.com/r/97235f99?m=3D5b01c48e-cc43-4280-80ba-4444a5=
561d1b" target=3D"_blank" style=3D"color: #5302D6; text-decoration: none; o=
verflow-wrap: anywhere;">
                                                            <img src=3D"htt=
ps://static.ghost.org/v5.0.0/images/comment-mobile.png" border=3D"0" width=
=3D"42" height=3D"42" alt=3D"Comment" style=3D"border: none; -ms-interpolat=
ion-mode: bicubic; max-width: 100%; display: block; margin: 0 auto; vertica=
l-align: middle;">
                                                            <p class=3D"fee=
dback-button-text" style=3D"display: inline-block; font-family: -apple-syst=
em, BlinkMacSystemFont, Roboto, Helvetica, Arial, sans-serif; color: #15212=
A; font-weight: 500; margin: 1em 0 0 0; line-height: 1.4em; word-break: bre=
ak-word; font-size: 13px;">Comment</p>
                                                        </a>
                                                    </td>                  =
                          </tr>
                                        </table>
                                    </td>
                                </tr>

<tr>
                                <td class=3D"wrapper" align=3D"center" styl=
e=3D"font-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Ari=
al, sans-serif; font-size: 18px; vertical-align: top; color: #15212A; box-s=
izing: border-box;" valign=3D"top">
                                    <table role=3D"presentation" border=3D"=
0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" style=3D"border-colla=
pse: separate; mso-table-lspace: 0pt; mso-table-rspace: 0pt; width: 100%; p=
adding-top: 40px; padding-bottom: 30px;">
                                        <tr>
                                            <td class=3D"footer" style=3D"f=
ont-family: -apple-system, BlinkMacSystemFont, Roboto, Helvetica, Arial, sa=
ns-serif; vertical-align: top; color: #15212a; color: rgba(0, 0, 0, 0.6); m=
argin-top: 20px; text-align: center; padding-bottom: 10px; padding-top: 10p=
x; padding-left: 30px; padding-right: 30px; line-height: 1.5em; font-size: =
13px;" valign=3D"top" align=3D"center">LEAP:IN &#xA9; 2025 &#x2013; <a href=
=3D"https://www.insights.onegiantleap.com/unsubscribe/?uuid=3D5b01c48e-cc43=
-4280-80ba-4444a5561d1b&key=3D93eca5ed033cc0ac16050d2cf4adc13f39f62839e1fe6=
62d83fa634c49aaf084&newsletter=3Dfec94578-7ff4-4af5-be0c-6695a5a33b0c" styl=
e=3D"overflow-wrap: anywhere; color: #15212a; color: rgba(0, 0, 0, 0.6); te=
xt-decoration: underline; font-size: 13px;" target=3D"_blank">Unsubscribe</=
a></td>
                                        </tr>

</table>
                        
                    </div>
                </td>
                <td style=3D"font-family: -apple-system, BlinkMacSystemFont=
, Roboto, Helvetica, Arial, sans-serif; font-size: 18px; vertical-align: to=
p; color: #15212A;" valign=3D"top">&#xA0;</td>
            </tr>

</table>
    </body>
</html>

--c342bc60ab6243ea92669ea1cfebecc4de563398286320329d4ae0c16be5--

MR~TNT File Manager

Editing: 1754480037.M517056P3597188.host14.registrar-servers.com,S=51211,W=52520:2,S

Upload File

Create Folder