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Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders
GitHub - rodriguezaa22ar-boop/atlas-trust-infrastructure:...
astra_omnia · 2026-05-05 · via Hacker News - Newest: "AI"

Atlas Trust Infrastructure is the public-facing trust model and documentation surface for Atlas: a metadata-first trust control plane for authorized security workflows, evidence retention, release trust, and business-flow proof.

Atlas originated inside Native Lab Toolkit, a local-first, shell-native environment for authorized security assessment workflows. Native Lab Toolkit keeps operator state, target records, shared intel, evidence, findings, validation, reports, retention packets, and release trust artifacts in an inspectable file-backed tree.

Public Repository Purpose

This public repository explains Atlas' trust infrastructure model, safety boundary, release evidence, business-flow evidence, and readiness language. The private atlas-lab-toolkit repository remains the implementation home for retained engineering context and operator runtime history.

atlas is the main operator control plane. It does not replace the domain tools; it coordinates them:

  • atlas: scope, operations, evidence, findings, validation, reports, retention, and release trust
  • wiremap: reconnaissance, capture, and evidence interpretation
  • vector: ranked action lanes, bounded validation, sessions, and outcomes
  • intelctl: direct shared-intel inspection
  • labctl: build, release, target, and administration workflows

Start Here By Role

Quick Start

Run from the repository root:

nix-shell
./bin/labctl status
./tools/atlas/bin/atlas doctor
./tools/atlas/bin/atlas v1 status --strict
./tools/atlas/bin/atlas production status --strict

Full local QA:

nix-shell --run './bin/dev-qa'

Safety Boundary

Atlas is for authorized assessment orchestration only.

Do not use it for autonomous exploitation, persistence, destructive testing, credential spraying, denial-of-service workflows, stealth/evasion behavior, or out-of-scope target expansion. Target-touching workflows should preserve scope checks, capability classification, operator intent, approval gates where required, ledger events, and evidence handling.

Current Maturity

Atlas can report production-ready under the local Atlas contract when all retained release evidence verifies for the current retained release commit:

  • v1 internal readiness is ready
  • repository state is clean and synced
  • release trust packet verification passes
  • release artifact manifest verification passes
  • production readiness contract exists
  • signing/provenance verifies through a retained public key
  • production dry-run evidence is retained

Atlas has a SLSA-verifiable release artifact candidate path for GitHub-built artifacts: GitHub-hosted artifact attestation, official SLSA generic provenance, retained Atlas SLSA metadata, and verifier commands. This is not external audit, enterprise certification, SLSA certification, deployment certification, immutable storage, or tamper-proof infrastructure.

CodeQL is used as an automated code scanning signal for tracked public source. It does not replace manual review, external audit, runtime testing, or Atlas' own retained trust-packet verification.

Top 10 Commands

./bin/labctl status
./tools/atlas/bin/atlas doctor
./tools/atlas/bin/atlas v1 status --strict
./tools/atlas/bin/atlas production status --strict
./tools/atlas/bin/atlas target update <target> --scope-status in-scope
./tools/atlas/bin/atlas op start --profile <profile> <operation> <target> <notes...>
./tools/atlas/bin/atlas web assess <url> <assessment-name> --scope-status in-scope
./tools/atlas/bin/atlas op trust-chain <operation> --strict
./tools/atlas/bin/atlas release packet <name> --json --qa-status pass
./tools/atlas/bin/atlas release verify <name>

Docs Map

Start Here Purpose
docs/INDEX.md Documentation map for new reviewers.
docs/ATLAS_ONE_PAGE.md One-page Atlas explanation.
docs/OPERATOR_GUIDE.md End-to-end operator workflow.
docs/demo/DEMO_OPERATION.md Synthetic metadata-only demo operation.
docs/COMMAND_REFERENCE.md Full command reference moved out of the README.
docs/TRUST_LIFECYCLE.md Scope-to-release trust chain explanation.
docs/case-studies/CASE_STUDY_RELEASE_TRUST.md Public release-trust case study.
docs/case-studies/CASE_STUDY_VENDOR_PAYMENT_CHANGE.md Public business-flow case study.
docs/atlas/TRUST_INFRASTRUCTURE_DIRECTION.md Atlas trust-infrastructure direction.
docs/atlas/TRUST_OBJECT_MODEL.md Actors, objects, packets, schemas, freshness, verification, and replay.
docs/RELEASE_TRUST.md Release packets, verification, replay, signing, and provenance.
docs/atlas/SLSA_PROVENANCE.md GitHub/Sigstore SLSA provenance workflow and verification contract.
docs/atlas/SLSA_CLAIM.md Bounded SLSA-verifiable release artifact claim and evidence checklist.
docs/atlas/V1_INTERNAL_RC.md Atlas v1 Internal Release Candidate scope and verification checklist.
docs/atlas/RELEASE_ARTIFACT_MANIFEST.md Release artifact manifest contract and completeness checks.
docs/WEB_ASSESSMENT.md atlas web assess flow and boundaries.
docs/atlas/BUSINESS_FLOW_EVIDENCE.md Optional metadata-only business-flow evidence model, retention links, packet path, assurance view, trust-chain view, verification, and non-blocking readiness integration.
docs/atlas/V1_PILLAR_READINESS.md v1 pillar readiness contract.
docs/atlas/PRODUCTION_READINESS.md Local production readiness contract.
docs/TRUST_MODEL.md Trust model and verification pattern.
docs/SECURITY_MODEL.md Safety model, tiers, and allowed boundaries.
docs/RESPONSIBLE_USE.md Responsible-use policy.
docs/KNOWN_LIMITATIONS.md Current limitations and language boundaries.
docs/CI.md GitHub Actions and local QA parity.
SECURITY.md Public vulnerability reporting and authorized-use boundary.
CONTRIBUTING.md Contribution rules, QA expectations, and no-secrets policy.

Development

The development shell provides the expected local toolchain, including bats, git, gpg, jq, rg, shellcheck, and shfmt.

Common development gates:

./bin/dev-fmt
./bin/dev-lint
./bin/dev-test
./bin/dev-stress
./bin/dev-qa

Before treating a change as complete, run the strongest relevant gate and keep the repo clean and synced.