Running sim implications: RHEA-UCM reversible Hamiltonian (bijective, entropy-conserving) maps to Loihi 2 sparse FE spiking attractors → stable manifolds for PDEs. Key wins: ultra-low energy physics sims (1000x+ savings vs classical), drift-free reversible runs, seamless backward compat.

Agency rules are durable in practice, reversible in principle. That is why the failed CLARITY Act vote still matters, even with the SEC's five-part taxonomy already in place. Fireblocks' Jessica Martinez and Neil Chopra break it down:

Earlier organizations will write their handbooks describing their principles to employees via a handbook of sorts. Amazon had reversible and irreversible distinctions, long-termism and document-reading culture; Facebook had "move fast and break things"; Google had "don't be evil". Now all of us are required to do the same for our fleet of agents via the AGENTS markdown file; the only difference is is that majority of folks have never run a company at scale and don't understand that getting these principles right is highly non-trivial as each one of them has tradeoffs to choose from.

Harness Engineering Anti-Patterns AP8. Gate Fatigue / Rubber-Stamping 🎯 Point Approval dialogs even for reversible operations, dozens of reflexive "approve" clicks per day. Excessive gates neutralize the gates themselves. ❗ Problem Too many approval requests cause humans to reflexively skip gates. Through the same mechanism as alert fatigue, even truly dangerous irreversible action approvals get rubber-stamped, completely defeating the purpose of gates. 🔍 Mechanism & Symptoms "Human approval on everything" looks safe and reassures auditors, making this anti-pattern organizationally popular. But meaningless approval repetition makes approval reflexive — identical to alert fatigue. If you're asked "may I edit this file?" 50 times a day, the 51st "may I delete the production DB?" gets the same reflexive approval. Symptoms: approval time under 1 second (proof of not reading), all approvals logged as "reviewed" but actually unreviewed, important operation approvals buried among trivial ones, and team complaints about "annoying approvals." 📋 Scenarios - The agent requests approval for every file read. Developers habitually select "allow all," and later reflexively approve when the agent executes a force-push. - Security team mandates "approval required for all operations." Developers process 200 approvals daily and create a script to batch-approve everything. Gates are completely hollow. - In pair programming, every agent edit requires diff preview and approval. Developers mash Enter without reading diffs, and unintended changes slip through. 🛡 How to Avoid - Design permissions around "revocability" not "capability" — freely permit reversible operations - Consolidate only irreversible operations into "heavyweight ceremony" gates, preserving gate scarcity - Measure approval response times — sub-1-second consistently indicates gate decay - Consciously minimize gate count, limiting them to "moments that truly require human judgment" #HarnessEngineering# #AIAgent#

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Coming to 4K UHD in January from Arrow Video Freeway Collection (1996-1999) Limited Edition 4K UHD 2-DISC 4K ULTRA HD LIMITED EDITION CONTENTS 4K (2160p) UHD Blu-ray presentations of both films in HDR10 Original lossless stereo 2.0 and DTS-HD MA 5.1 audio options Optional English subtitles for the deaf and hard of hearing Reversible sleeve featuring newly commissioned artwork by Sister Hyde Collectors' booklet featuring new writing by film scholars Alexandra Heller-Nicholas, Cerise Howard, Martyn Pedler and Michelle J. Smith DISC 1 - FREEWAY Includes both the 104-minute Uncut version and the 102-minute Theatrical version of the film Brand new audio commentary by film critics BJ & Harmony Colangelo Two archival audio commentaries by writer/director Matthew Bright (2022 and 1997) Illegally Blonde: The Transgressive Teenage Shocks of Freeway and Freeway 2, a new appreciation by film critic Willow Catelyn Maclay Vulgarity is Timeless, an archival interview with writer/ director Matthew Bright Producing Freeway, an archival interview with producer Brad Wyman Changing Lanes, an archival interview with editor Maysie Hoy To Catch a Predator, an archival interview with actor Wolfgang Bodison You're Under Arrest, an archival interview with actor Robert Peters Murder Twins, an archival interview with actresses Leanna Creel and Monica Lacy Archival interviews with director Matthew Bright, actress Amanda Plummer, composer Danny Elfman, executive producer Oliver Stone and co-producer Samuel Hadida EPK featurette, behind the scenes footage and interviews Trailer DISC 2 - FREEWAY II: CONFESSIONS OF A TRICKBABY Brand new audio commentary by Louise Weard (director of Castration Movie) and film historian Elizabeth Purchell Once Upon a White Girl: Remembering Confessions of a Trickbaby, a feature-length documentary with cast and crew interviews Archival interviews with director Matthew Bright and producers Chris Hanley and Samuel Hadida Behind the scenes footage Trailer Image gallery #arrowvideo# #bluray# #horror# #physicalmedia# #movie# #Movies# #HorrorCommunity# #FilmCommunity# #4KBluray# #4KUltraHD# #physicalmedia# #FilmstaGram# #physicalmediaforever# #bluraycollector# #bluraycollection# #Horror# #HorrorMovie# #HorrorMovies# #Film# #Cinema# #CinemaLovers# #FilmTwitter# #Cinephile# #MovieBuff# #NowWatching#