Claude Shared Chats in Search: Exposure and Response
What Claude shared-chat search indexing exposed, what stayed private, how to inventory public snapshots, and how to respond to leaked secrets or personal data.
#ai field notes
AI tool reviews and safety notes from the trenches
A hacker-native log for model economics, coding agents, deployment tradeoffs, and the claims that still hold up after the launch post.
ai@hackers:~$ ./scan current-signals
active GPT-5.6 Sol · Terra · Luna · Sonnet 5 · Opus 4.8
active GLM-5.2 · Kimi K3 · K2.7
guarded Fable 5 · restricted Mythos 5
Latest Updates
Recent models, tools, posts, and field checks
Kimi Referral Draw: Odds, Eligibility, and Expiry
Neutral guide to the Kimi Moonshot Together referral draw: current odds, subscription-only prizes, credit expiry, and untested redemption state.
Stop Paying Twice: A Practical LLM Cost-Saving Playbook
Provider-spanning guidance for reducing API, subscription, and coding-agent costs without increasing retries or human cleanup.
Muse Glimmer 30B: A Practical Local Model for OpenClaw
Muse Glimmer 30B local guide: 24 GB hardware fit, llama.cpp setup catches, OpenClaw limits, vendor benchmarks, and a practical evaluation plan.
How to Get Extra Codex Usage with ChatGPT Desktop Referrals
How to check a ChatGPT Desktop referral offer and keep referral rewards separate from trials, purchased resets, product credits, and API credits.
DeepSeek V4 Flash 0731: The API Value Frontier
DeepSeek V4 Flash 0731 pairs a 1M context window and MIT weights with a $0.14/$0.28 direct API, but high token use and hallucinations still require evaluation.
GPT-5.6 Luna Is OpenAI’s Value Default
Why GPT-5.6 Luna is the OpenAI value default for bounded Codex work and high-volume API tasks, with subscription and API economics kept separate.
Claude vs OpenAI Data Retention: What Gets Kept
Claude and OpenAI retention compared by consumer, API, Covered Model, ZDR, safety-review, legal-hold, and local deployment paths.
Core Sections
Guides, evidence, and decision support
Deploy
Deploy
How to run AI tools safely. Self-hosting guides, hardening checklists, and production-ready configurations.
Verify
Verify
How to confirm legitimacy, avoid scams, and validate AI tooling claims.
Compare
Compare AI Models & Tools
Side-by-side comparisons of AI models by capability, price, and use case. Budget, mid-range, premium, and provider pricing comparisons for coding IDEs and API workloads.