惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Troy Hunt's Blog
Scott Helme
Scott Helme
T
Threat Research - Cisco Blogs
T
Tenable Blog
L
LINUX DO - 热门话题
V
Visual Studio Blog
I
Intezer
Blog — PlanetScale
Blog — PlanetScale
Cisco Talos Blog
Cisco Talos Blog
A
Arctic Wolf
C
Cyber Attacks, Cyber Crime and Cyber Security
F
Fortinet All Blogs
aimingoo的专栏
aimingoo的专栏
Know Your Adversary
Know Your Adversary
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
N
Netflix TechBlog - Medium
SecWiki News
SecWiki News
I
InfoQ
Microsoft Security Blog
Microsoft Security Blog
Project Zero
Project Zero
W
WeLiveSecurity
Microsoft Azure Blog
Microsoft Azure Blog
A
About on SuperTechFans
Recorded Future
Recorded Future
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Vercel News
Vercel News
S
Securelist
Spread Privacy
Spread Privacy
L
LangChain Blog
云风的 BLOG
云风的 BLOG
G
Google Developers Blog
MongoDB | Blog
MongoDB | Blog
Google DeepMind News
Google DeepMind News
Recent Commits to openclaw:main
Recent Commits to openclaw:main
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
CERT Recently Published Vulnerability Notes
罗磊的独立博客
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
The Last Watchdog
The Last Watchdog
Attack and Defense Labs
Attack and Defense Labs
博客园 - 司徒正美
Help Net Security
Help Net Security
L
Lohrmann on Cybersecurity
人人都是产品经理
人人都是产品经理
Forbes - Security
Forbes - Security
Hacker News - Newest:
Hacker News - Newest: "LLM"
PCI Perspectives
PCI Perspectives
博客园 - 【当耐特】
T
Tor Project blog

Show HN

GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - pylit-ai/opendream: Local-first memory and dreaming automation for agents.
planetceres · 2026-06-12 · via Show HN

OpenDream

CI PyPI version Python versions License

Agent context that improves between sessions.

Open, local-first memory for AI agents.

Capture what happened, retrieve what matters, and review what changed. OpenDream helps agents carry useful context across projects, tools, and sessions while keeping boundaries, sources, and review visible.

Closed products are starting to dream. OpenDream makes agent memory open, local, portable, and reviewable. "Dreaming" means background memory review and cleanup, not an opaque model behavior.

OpenDream UI overview

The observability UI shows recent agent activity, selected memories, context-use audit records, review decisions, and workspace health without making you read raw JSON first. Full light and dark demo cuts: docs/showcase/ui-demos.md.

Multiple agents, one workspace memory plane

Codex, Claude Code, Cursor, and other agents can contribute across sessions in the same workspace. OpenDream keeps those events and prepared contexts in one local store with agent attribution, so a later agent can inspect and reuse what came before without replacing its built-in memory.

OpenDream session history attributed to Codex, Claude Code, and Cursor

Watch the full session and diff flow: light MP4, dark MP4, or the UI demo gallery.

OpenDream memory in real agent sessions

OpenDream recovered prior unfinished work
OpenDream context shaped an implementation recommendation
OpenDream prevented duplicate stale work

If you want to… Start here
Try it in a few commands Quick start
See multiple agents share workspace memory Shared agent memory demo
Run the CLI memory demo 90-second memory showcase
Understand the memory lifecycle Dreaming memory change control
Compare memory approaches Comparison guide
Wire it into an agent runtime Integration at a glance
Browse memory in a browser Observability UI
Contribute Contributing (expandable)

Current status: OpenDream is alpha software. Codex is currently the most tested path; other integrations depend on each host's hooks, rules, context files, or CLI surface. Current evals are fixture-driven release checks, not broad real-world benchmarks. Memory can hurt when it is stale, over-broad, or incorrectly scoped, so reviewability is part of the product goal rather than a finished claim.


Quick start

uv tool install opendream   # or: pipx install opendream
opendream init --workspace .
opendream verify activation-capture --workspace . --targets configured
opendream status --workspace .
opendream deactivate --workspace .

Run the self-contained showcase in a disposable workspace:

opendream eval showcase --scenario agent-workspace-showcase --workspace .tmp/opendream-showcase
opendream observe serve --workspace .tmp/opendream-showcase

If your installed CLI does not show activate, verify, deactivate, semantic, or eval, upgrade with uv tool upgrade opendream or reinstall from Git. After upgrading, opendream verify --help, opendream semantic --help, and opendream eval --help are quick checks that your install matches the docs.

Bleeding-edge from Git (overwrites the tool env): uv tool install --force "opendream @ git+https://github.com/pylit-ai/opendream.git".

Install checks, upgrade notes, known limitations, and clean-room provenance live in docs/launch-readiness.md, docs/known-limitations.md, and docs/provenance.md.

CLI demos for docs and operators

OpenDream's first-run path is intentionally small. These clips are useful beside command reference docs; the UI application tour above is the better first look.

Demo What it shows
OpenDream CLI quick start init with default activation, status, and deactivation in a local workspace.
Agent context retrieval prepare-context turns durable repo memory into prompt-ready agent context.
Memory safety abstention Unrelated prompts return an explicit no-match instead of injecting stale or irrelevant memory.
Showcase evaluation report The showcase eval compares stateless vs memory-assisted answers and keeps negative controls in the report.

UI demo gallery: docs/showcase/ui-demos.md. CLI demo gallery: docs/showcase/cli-demos.md. Brand motion assets: frontend/assets/animation/README.md.

Install options (venv, editable checkout, PEP 668)

PyPI (recommended once published) — use an isolated tool env to avoid system Python restrictions (PEP 668):

uv tool install opendream
# or: pipx install opendream
opendream --help

From Git (same idea; pin with @main / @v0.1.0 where your installer allows):

uv tool install "opendream @ git+https://github.com/pylit-ai/opendream.git"
# or: pipx install git+https://github.com/pylit-ai/opendream.git

Repo checkout (contributors):

make setup
.venv/bin/opendream --help

Manual equivalent: python3 -m venv .venv && .venv/bin/pip install -e . from the repo root. Module fallback: python3 -m opendream.cli --help.

If python3 is missing, install from python.org or your OS package manager.

System dependencies — OpenDream uses jq to parse JSON in hook scripts (for Claude Code integration). Install via your OS package manager:

# macOS
brew install jq

# Ubuntu / Debian
sudo apt-get install jq

# Other systems
# See: https://jqlang.github.io/jq/download/

Integration at a glance

OpenDream is an activation-first CLI.

Codex is currently the most tested path. Other integrations expose context through CLI commands, rules, hooks, or generated files depending on host support. A built-in target means OpenDream can generate the integration surface; it does not mean every host executes hooks natively.

You do not need to replace existing agent memory. OpenDream keeps a separate workspace-local store and can run alongside built-in memory from Codex, Claude Code, or another agent. Activation adds OpenDream-managed integration surfaces; preview them with activation-plan, skip them with init --no-activate-configured, or remove them later with deactivate. See the FAQ.

opendream init --workspace .
opendream verify activation-capture --workspace . --targets configured
opendream status --workspace .
opendream activate --workspace . --repair
opendream deactivate --workspace .

The lower-level runtime remains available, but it is not the main mental model.

Command Role
emit-event Append schema-valid evidence to the store
maintain Run extract + consolidate when work qualifies; returns structured status / reason when skipping (not a silent no-op)
automation ... Manage recurring projection jobs that stay separate from canonical durable memory
prepare-context Retrieval surface for the next task (prompt-ready output)

Agent integration details (workspace vs cwd, memory_layout, empty_reason / hints, JSON version): docs/agent-integrations.md.

Recommended activation workflow

  1. opendream init --workspace . — create the memory layout and activate configured agent surfaces by default.
  2. opendream activation-plan --workspace . --targets configured — optional dry-run: see which surfaces are detected. Use --targets all-supported to preview every built-in agent target.
  3. opendream verify activation-capture --workspace . --targets configured — run generated hooks in the selected workspace and prove diagnostic memory capture.
  4. opendream status --workspace . — report the latest capture verification state (never_run, passed, or failed) with the next action.
  5. opendream activate --workspace . --repair — restore drifted managed files and hook entries.
  6. opendream doctor --workspace . --surface agents — inspect managed surfaces without writing diagnostic memory.

Compatibility matrix

Agent/runtime Built-in target Integration status Notes
Claude Code and Claude CoWork claude-code Native hooks Uses Claude Code UserPromptSubmit / Stop hooks in .claude/settings.json; Claude CoWork should use this path when backed by Claude Code project hooks.
OpenAI Codex CLI codex Managed wrapper plus AGENTS.md Codex is one supported example target, not a product requirement.
Cursor cursor Instruction-only rules plus shell hooks OpenDream writes .cursor/rules/opendream.mdc; the host or agent must run the hook commands.
GitHub Copilot repository instructions github-copilot Instruction-only repository guidance plus shell hooks Useful when Copilot can read repo instructions; hook execution remains operator/host-owned.
Hermes Agent hermes Instruction-only .hermes.md plus shell hooks Hermes natively reads .hermes.md, HERMES.md, and AGENTS.md; OpenDream uses .hermes.md so it does not compete with shared repo instructions.
OpenClaw openclaw Native config and event map Uses .openclaw/config.json, an OpenDream event map, and generated pre/post hook scripts.
AGENTS.md-style community agents none yet Generic/manual Use prepare-context before work and emit-event + maintain after work, or add a small adapter once the host exposes stable hooks/config files.
Scripts, daemons, CI jobs, and custom runtimes n/a Direct CLI Call the same CLI sequence directly; no named agent adapter is required.

For a tool that was not detected yet, run e.g. opendream activate --workspace . --targets cursor once to create .cursor/rules/opendream.mdc and hook scripts.

Instruction-only targets (Cursor rules, .github/copilot-instructions.md, .hermes.md) ship the same generic pre/post shell hooks as the Codex example target; the agent must still run those commands when the host has no native OpenDream hooks.

Corrections worth knowing:

  • Treat maintain as the documented maintenance entrypoint even if the CLI exposes more commands.
  • First-party surface = this CLI. Hook/script glue is operator-owned unless you add it.
  • No first-party MCP server in this repo; docs/mcp/servers.md is a template for inventorying MCP, not a shipped server.
Agent and architecture references (optional reading)

Human-facing behavior is described in this README and in AGENTS.md. Machine-readable runtime contracts live under opendream/schema/.


Workspace, Runtime, and Observability

OpenDream stores canonical state per workspace under .opendream/. The multi-workspace catalog is a derived, machine-local convenience index; workspace memory stays the source of truth and scans only run on roots you configure.

opendream workspace list
opendream observe serve --workspace "$PWD" --port 8000

Semantic-first mode is a configuration posture, not an automatic readiness claim. If the selected semantic path cannot run, OpenDream reports a degraded state with a reason and next action; prepare-context should still use progressive disclosure and pruning evidence so recalled context stays inspectable.

Use the detailed operator guide for workspace catalog setup, upgrade/backfill flows, runtime commands, generated data locations, global/project stores, semantic mode, automation, eval notes, and full CLI examples: docs/operator-guide.md.


Documentation

Doc Purpose
docs/technical-notes/dreaming-memory-change-control.md Canonical memory lifecycle and review model
docs/comparison.md Capability-level comparison with static files, RAG, hosted APIs, and managed memory
docs/security-local-first.md Local-first defaults, explicit provider paths, and trust boundaries
docs/design-partner-workloads.md Real workflows needed to validate where memory helps or fails
docs/FAQ.md Adoption, coexistence, privacy, benchmarks, and setup questions
docs/showcase/memory-showcase.md 90-second memory demo
docs/agent-integrations.md Agent integration guide
docs/operator-guide.md Workspace catalog, runtime commands, observability, generated data, eval notes, and full CLI examples
docs/automation/dream-task-playbook.md Automation and recurring memory tasks
docs/architecture/overview.md Architecture overview
docs/benchmarks/methodology.md Benchmark methodology
docs/claims.md Evidence-backed claims
docs/known-limitations.md Known limitations
docs/provenance.md Clean-room provenance
docs/contributor-reference.md Contributor smoke tests, verification targets, release notes, and full CLI examples
SECURITY.md Security policy
CONTRIBUTING.md Contributor guide

OpenDream does not send telemetry by default. Provider/API-key paths are operator-configured execution paths and are separate from analytics or tracking.


Contributing

For local development, run:

make sync
make verify
make release-check

Contributor workflow, smoke tests, automation examples, verification targets, and maintainer release notes live in docs/contributor-reference.md. Security reports go through SECURITY.md; general contribution guidance lives in CONTRIBUTING.md.