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Can you defend your AI decisions?

https://codingsoul.org/2026/03/02/can-you-defend-your-ais-decisions/
2•hleichsenring•1h ago

Comments

hleichsenring•1h ago
Most multi-agent demos run parallel discussions that look impressive but are impossible to audit. No trace, no decision owner, no reproducibility. That's fine for atomic tasks but not for team based decision-making. I built Agent Smith (open source) around a different principle: commands execute sequentially on a flat linked list pipeline, with runtime insertion. Roles (Architect, DevOps, Backend Dev, Security) discuss in structured rounds with explicit AGREE/OBJECTION verdicts. If consensus fails after 3 rounds, it escalates to a human instead of forcing a decision. Every step is logged in an execution trail with command, duration, cost, and insertions. The question isn't how many agents you can run in parallel. It's whether you can explain to an auditor how the system reached its conclusion.

American Snacking Habits Are Transforming the Restaurant Industry

https://www.theatlantic.com/health/2026/03/restaurant-snack-meal-menu/686220/
1•fortran77•10s ago•1 comments

Solidjs releases 2.0 beta – The <Suspense> is Over

https://github.com/solidjs/solid/releases/tag/v2.0.0-beta.0
1•evertheylen•1m ago•1 comments

The Corporate Bullshit Receptivity Scale

https://www.sciencedirect.com/science/article/abs/pii/S0191886926000620
1•robtherobber•2m ago•0 comments

Bugsight – CLI tool that analyzes errors and suggests fixes

https://github.com/Arnel-rah/bugsight
1•nel123•2m ago•0 comments

The Context Optimization Layer for LLM Applications

https://github.com/chopratejas/headroom
1•selvan•3m ago•0 comments

Show HN: Ungrind – the solopreneur CRM that updates itself

https://ungrind.ai
1•magnumpowerz•4m ago•0 comments

I built Formguard – form back end without DB or APIs

https://formguard.strivio.world
1•sh20raj•5m ago•1 comments

Show HN: CUP – MCP but for desktop UI (open spec for computer use agents)

https://github.com/computeruseprotocol/computeruseprotocol
2•k4cper-g•5m ago•2 comments

Google Analytics Made Beautiful

https://analyticsma.de/
1•daniloao•6m ago•0 comments

Ask HN: How do you catch OpenAPI drift before the UI breaks?

1•losalah•6m ago•0 comments

ClawOS:Linux Panel for OpenClaw,nanobot,picoclaw,nullclaw

https://github.com/mrytsr/clawos
1•mrytsr•8m ago•0 comments

LocalStack: Community edition abandoned, users will need to create an account

https://blog.localstack.cloud/the-road-ahead-for-localstack/
1•greatgib•10m ago•0 comments

Show HN: You don't forget password, You just forget pattern

https://drp.kingname.info/
1•kingname•11m ago•1 comments

CIA working to arm Kurdish forces to spark uprising in Iran, sources say

https://www.cnn.com/2026/03/03/politics/cia-arming-kurds-iran
2•Imustaskforhelp•11m ago•0 comments

Which LLMs fold under pressure? We made 6 LLMs argue 300 hard cases to find out

https://servanda.ai/benchmarks/the-post-training-stress-test
1•luke14free•11m ago•1 comments

From RGB to L*a*b* color space (2024)

https://kaizoudou.com/from-rgb-to-lab-color-space/
1•kqr•12m ago•0 comments

Show HN: SFT to convert a base language model into a conversational chat model

https://github.com/onurkanbakirci/Llama-2-7b-oasst-sft
1•onurkanbkrc•12m ago•0 comments

OpenAI in talks to deploy AI across NATO classified networks

https://www.marketscreener.com/news/openai-in-talks-to-deploy-ai-across-nato-classified-networks-...
1•_____k•12m ago•0 comments

Donx64mcp-dbg – an injected DLL debugger toolkit with an MCP server for x64 apps

https://github.com/d0nk3yhm/donx64mcp-dbg
1•d0nk3yhm•13m ago•1 comments

Molmo 2: video understanding, pointing, and tracking

https://github.com/allenai/molmo2
1•tamnd•13m ago•0 comments

Erratic ILS Signal Causes a Missed Approach

https://www.boldmethod.com/learn-to-fly/safety/erratic-ils-signal-causes-a-missed-approach/
1•kqr•13m ago•0 comments

Show HN: Dirsv – live reload server for dir browsing, GFM, and more filetypes

https://github.com/letientai299/dirsv
1•letientai299•14m ago•0 comments

Wikipedia articles on the Iran war are being rewritten in real time

https://medium.com/@chris_50496/the-world-is-burning-wikipedia-is-being-rewritten-in-real-time-5c...
2•membrshiperfect•15m ago•1 comments

Toyota and Stellantis exit Tesla's EU regulatory pool for 2026 – Ford remains

https://www.schmidtmatthias.de/post/toyota-and-stellantis-exit-tesla-s-eu-regulatory-pool-for-202...
1•doener•15m ago•0 comments

Slack bot coding agent built on pi (mom)

https://github.com/badlogic/pi-mono/tree/main/packages/mom
1•rmhsilva•15m ago•0 comments

LLM Gateway: Budget enforcement, virtual API keys and usage analytics for LLMs

https://mozilla-ai.github.io/any-llm/gateway/overview/
1•selvan•18m ago•0 comments

Real-AI needs rolling aggregations and AI won't build them for you

https://www.hopsworks.ai/post/rolling-aggregations-for-real-time-ai
3•jamesblonde•18m ago•0 comments

Show HN: Estimate Body Fat % from a Photo

https://bodyfatestimator.ai/
1•PhattMelps•18m ago•0 comments

Show HN: My Web Games

https://partisan-games.github.io/
1•mudroljub•20m ago•0 comments

APM – Agent Package Manager (Microsoft)

https://github.com/microsoft/apm
1•EDM115•21m ago•0 comments