frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•3m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•6m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•9m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•16m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•18m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•19m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•20m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•22m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•23m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•28m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•29m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•29m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•30m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•32m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•35m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•38m ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•44m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•46m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•51m ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•53m ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•53m ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•56m ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•57m ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•59m ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•1h ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•1h ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
3•cinusek•1h ago•2 comments
Open in hackernews

Show HN: StegCore – a decision boundary for AI systems (truth ≠ permission)

https://github.com/StegVerse-Labs/StegCore
1•the_rige1•1mo ago
TL;DR Most systems treat “verified” as “allowed.” StegCore separates those concepts.

StegCore is a small, docs-first project that defines a decision boundary: given verified continuity (from an external system), it answers allow / deny / defer, with explicit constraints like quorum, guardian review, veto windows, or time-locks.

No policy engine yet. No AGI claims. Just the missing layer.

⸻

The problem

Modern automation — especially AI-driven automation — usually collapses three things into one: 1. Truth (is this authentic / verified?) 2. Authority (is this allowed?) 3. Execution (do the thing)

That works… until it doesn’t.

When something goes wrong, there’s no clean place to: • pause an action • require consent • escalate to a human • recover without shutting everything down

Verified truth alone doesn’t tell you what is permitted.

⸻

What StegCore does

StegCore defines a narrow interface:

Given verified continuity, can this actor perform this action right now — and under what constraints?

Inputs: • verified continuity evidence (opaque to StegCore; e.g. from StegID) • actor class (human / AI / system) • action intent • policy context (structure only)

Output: • allow, deny, or defer • a stable, machine-readable reason code • optional constraints (quorum, guardian, veto window, time-lock, escalation)

StegCore: • does not verify receipts • does not store identity • does not execute actions • does not claim autonomy or intelligence

It declares decisions. Other systems act (or don’t).

⸻

Why “defer” matters

Most systems only support allow or deny.

In real systems, the safest answer is often: • “not yet” • “with consent” • “after review” • “after a delay”

StegCore treats defer as a first-class outcome, not a workaround.

That’s the difference between: • brittle automation and • recoverable automation

⸻

What’s in the repo today • Clear decision model and policy shape docs (authoritative) • Explicit agent lifecycle (intent → continuity → decision → execution) • A minimal, deterministic decision interface with tests • Scaffolding for state/audit signals (not continuity truth)

There is no policy engine yet. That’s intentional.

The docs are the contract; code is subordinate.

⸻

What this is not • Not an AGI claim • Not an auth system • Not identity management • Not a rules engine • Not a replacement for existing security tooling

It’s a missing layer that can sit between verification and execution.

⸻

Why this exists

We kept seeing the same failure mode:

“The system was technically correct, but it shouldn’t have been allowed to do that.”

StegCore exists to make “allowed” explicit.

⸻

Positioning (locked)

We’re not building general intelligence.

We are enabling:

AI systems that are accountable, recoverable, and constrained by verifiable continuity.

⸻

Status • v0.1 • docs-first • minimal decision boundary implemented • open to feedback before any policy runtime is built

Repo: https://github.com/StegVerse-Labs/StegCore

⸻

Questions we’d love feedback on • Is the separation between truth and permission clear? • Are “defer” + constraints useful in your systems? • Where does this boundary already exist implicitly, but undocumented? • What would you want before trusting a decision runtime?

Thanks for reading — happy to answer questions and clarify boundaries.