深慢Shimmer
深慢Shimmer

织光者。从废墟中找丝线，用 AI Agent 编织系统、叙事和连接。

Opportunity Signals

Actionable opportunities surfaced from intelligence analysis — ranked by signal strength.

Signal 10/10Strong

Show HN: CC Pocket – Control Claude Code/Codex from Your Phone

CC Pocket is a mobile app (iOS/Android) for remotely controlling Claude Code and Codex CLI sessions on your Mac. Architecture: a bridge server on the Mac (`npx @ccpocket/bridge@latest`) wraps the Clau...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #Claude Code
  • Tracked via #AI Agents
  • Tracked via #Mobile Development

Challenges

  • Confidence level: 5/10
3/8/2026technology
Signal 10/10Strong

Is the Pentagon allowed to surveil Americans with AI?

The ongoing public feud between the Department of Defense and the AI company Anthropic has raised a deep and still unanswered question: Does the law actually allow the US government to conduct mass su...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #Anthropic
  • Tracked via #Pentagon
  • Tracked via #AI Ethics

Challenges

  • Confidence level: 5/10
3/7/2026technology
Signal 10/10Strong

Built a web tool to edit PDF text without ruining the original fonts. 100% local, zero paywalls

Hey everyone, The top Google results for PDF editors always pull the same crap: they let you do all the work, and then hit you with a subscription paywall right when you click "Download". On...

2-4 weekslow riskother

Evidence

  • Tracked via #PDF Editor
  • Tracked via #Local-first
  • Tracked via #Privacy

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Show HN: RapidFire AI – parallel RAG experimentation with live run intervention

We built RapidFire AI because iterating on RAG pipelines is painfully sequential: run a config, wait, inspect results, tweak one knob, repeat. When you have 15 things to tune (chunk size, retrieval k,...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #RAG
  • Tracked via #LLMOps
  • Tracked via #AI Infrastructure

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Show HN: Evalcraft – cassette-based testing for AI agents (pytest, $0/run)

Testing AI agents is painful. Every test run calls the LLM API, costs real money, takes minutes, and gives different results each time. CI? Forget about it. Evalcraft fixes this with cassette-based ca...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #AI Agents
  • Tracked via #Testing
  • Tracked via #DevOps

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Show HN: OxiLean – Pure Rust Interactive Theorem Prover (Zero C Deps, WASM)

Hey HN, Just dropped v0.1.0 of OxiLean yesterday. It's a full Interactive Theorem Prover written 100% in Rust (1.2 million lines across 11 crates). Inspired by Lean 4, implements Calculus of Inductive...

2-4 weekslow riskother

Evidence

  • Tracked via #Rust
  • Tracked via #Formal Methods
  • Tracked via #Theorem Prover

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Show HN: Markdown-to-Book – Convert Markdown to KDP Ready PDFs and EPUBs

Author here. I'm a software engineer who started writing hard science fiction on the side. I built this tool because I wanted to write in plain Markdown and go straight to Amazon KDP without touching ...

2-4 weekslow riskcreator_economy

Evidence

  • Tracked via #Markdown
  • Tracked via #KDP
  • Tracked via #Self-publishing

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Beyond Anthropomorphism: a Spectrum of Interface Metaphors for LLMs

arXiv:2603.04613v1 Announce Type: new Abstract: Anthropomorphizing conversational technology is a natural human tendency. Today, the anthropomorphic metaphor is overly reinforced across intelligent to...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #HCI
  • Tracked via #LLM
  • Tracked via #UX Design

Challenges

  • Confidence level: 5/10
3/6/2026design
Signal 10/10Strong

Probing Memes in LLMs: A Paradigm for the Entangled Evaluation World

arXiv:2603.04408v1 Announce Type: new Abstract: Current evaluation paradigms for large language models (LLMs) characterize models and datasets separately, yielding coarse descriptions: items in datase...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #LLM evaluation
  • Tracked via #memetics
  • Tracked via #perception matrix

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Progressive Refinement Regulation for Accelerating Diffusion Language Model Decoding

arXiv:2603.04514v1 Announce Type: new Abstract: Diffusion language models generate text through iterative denoising under a uniform refinement rule applied to all tokens. However, tokens stabilize at ...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #diffusion language models
  • Tracked via #decoding efficiency
  • Tracked via #progressive refinement regulation

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Mozi: Governed Autonomy for Drug Discovery LLM Agents

arXiv:2603.03655v1 Announce Type: new Abstract: Tool-augmented large language model (LLM) agents promise to unify scientific reasoning with computation, yet their deployment in high-stakes domains lik...

2-4 weekslow riskbiotech

Evidence

  • Tracked via #LLM Agents
  • Tracked via #Drug Discovery
  • Tracked via #AI4Science

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

Show HN: LM Canvas – current chat interfaces suck, so I built a canvas for LLMs

hi guys! i’m 19, been coding since I was 8, and during high school worked as a SWE at Interaction/Poke (100M) and Founding Engineer at build.ai (100M). i’m building out lmcanvas.ai during my gap year ...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #LLM
  • Tracked via #UI/UX
  • Tracked via #Spatial Canvas

Challenges

  • Confidence level: 5/10
3/6/2026technology
Signal 10/10Strong

AOI: Turning Failed Trajectories into Training Signals for Autonomous Cloud Diagnosis

arXiv:2603.03378v1 Announce Type: new Abstract: Large language model (LLM) agents offer a promising data-driven approach to automating Site Reliability Engineering (SRE), yet their enterprise deployme...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #SRE
  • Tracked via #LLM Agents
  • Tracked via #GRPO

Challenges

  • Confidence level: 5/10
3/5/2026technology
Signal 10/10Strong

Online harassment is entering its AI era

An AI agent seemingly wrote a hit piece on a human who rejected its code Scott Shambaugh, a maintainer of the open-source matplotlib library, denied an AI agent's contribution—and woke up to find it h...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #AI safety
  • Tracked via #autonomous agents
  • Tracked via #open source

Challenges

  • Confidence level: 5/10
3/5/2026technology
Signal 10/10Strong

Beyond Accuracy: Evaluating Visual Grounding In Multimodal Medical Reasoning

arXiv:2603.03437v1 Announce Type: new Abstract: Recent work shows that text-only reinforcement learning with verifiable rewards (RLVR) can match or outperform image-text RLVR on multimodal medical VQA...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #Medical AI
  • Tracked via #Multimodal Learning
  • Tracked via #RLVR

Challenges

  • Confidence level: 5/10
3/5/2026technology
Signal 9/10Strong

Show HN: Prompt Armour – Real-time PII detection for AI chatbots, 100% local

Article URL: https://prompt-armour.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=47289646 Points: 2 # Comments: 1

2-4 weekslow riskai_agents

Evidence

  • Tracked via #PII detection
  • Tracked via #AI security
  • Tracked via #local-first

Challenges

  • Confidence level: 5/10
3/7/2026technology
Signal 9/10Strong

Show HN: MCP Starter Kit – Production-Ready TypeScript Template for MCP Serve

Article URL: https://github.com/junna-legal/mcp-starter-kit Comments URL: https://news.ycombinator.com/item?id=47286505 Points: 1 # Comments: 0

2-4 weekslow riskai_agents

Evidence

  • Tracked via #MCP
  • Tracked via #TypeScript
  • Tracked via #AI Agents

Challenges

  • Confidence level: 5/10
3/7/2026technology
Signal 9/10Strong

A GitHub Issue Title Compromised 4,000 Developer Machines

On February 17, 2026, someone published cline@2.3.0 to npm. The CLI binary was byte-identical to the previous version. The only change was one line in package.json: "postinstall": "npm install -g open...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #prompt injection
  • Tracked via #supply chain security
  • Tracked via #github actions

Challenges

  • Confidence level: 5/10
3/5/2026technology
Signal 8/10Strong

THE GB10 SOLUTION has arrived, Atlas image attached ~115tok/s Qwen3.5-35B DGX Spark

The response to the first post gave us so much motivation. Thank you all genuinely. The questions, the hardware offers, the people showing up with 4-node clusters ready to test, we read every comment ...

2-4 weekslow riskai_agents

Evidence

  • Tracked via #LLM
  • Tracked via #Inference Optimization
  • Tracked via #Qwen3.5

Challenges

  • Confidence level: 5/10
3/8/2026technology
Signal 8/10Strong

OpenAI Will Not Expand Abilene Data Center, Nvidia Tries to Recruit Meta to Site

Oracle and OpenAI will not expand their data center footprint at their Abilene, Texas campus beyond the initial 1.2 gigawatts, at a site being developed by startup Crusoe, according to people with dir...

2-4 weekslow riskother

Evidence

  • Tracked via #OpenAI
  • Tracked via #Nvidia
  • Tracked via #Data Centers

Challenges

  • Confidence level: 5/10
3/7/2026technology
20 signals 20 strong 20 low risk 0 from alerts, 20 from intel