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.
Archive
Archive
Chronological archive of every published AIHackers article, useful for tracking how guidance, model economics, and security assumptions evolved over time.
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.
AI Subscription Capacity Is Perishable
Why AI subscription limits are perishable, how purchased Codex resets differ from credits and grants, and how to use capacity without waste.
Prompt Caching: Cut AI Agent Token Costs
Learn how prompt caching changes LLM token costs, why coding agents resend context, what compaction can waste, and how to measure Codex, Claude Code, and OpenCode.
Claude Opus 5: Cost, Benchmarks, and When to Use It
Claude Opus 5 pricing, availability, effort levels, independent cost-per-task evidence, migration changes, and practical routing against Sonnet 5 and Fable.
How OpenAI's Cyber Eval Breached Hugging Face
A preliminary, source-labeled analysis of the ExploitGym eval failure, Hugging Face breach, and five controls for containing cyber agents.
Kimi K3: Benchmarks, Pricing, and Open-Weights Status
Kimi K3 is Moonshot's 2.8T flagship with 1M context, source-labeled benchmark evidence, $3/$15 API pricing, and released weights under the Kimi K3 License.
ZCode: GLM-5.2-Native Coding Harness Guide
Use ZCode as Z.AI's integrated GLM-5.2 coding harness: desktop setup, Goal Mode, subagents, safety confirmations, quota, and workflow trade-offs.
Pi vs ZCode vs OpenCode: Which Harness Fits GLM-5.2?
Compare Pi, ZCode, and OpenCode as coding harnesses for GLM-5.2: workflow, permissions, context, setup, quota paths, and a fair same-model test.
Pi Coding Agent: Minimal, Programmable Terminal Harness
Set up Pi as a minimal coding harness with GLM-5.2, persistent sessions, compaction, custom tools, extensions, and clear Z.AI policy caveats.
How to Read AI Benchmarks Without Getting Fooled
Learn how to read AI benchmarks, spot saturation and contamination, compare coding and chat leaderboards, and test models on your own work.
Fable 5 Returns as Claude Sonnet 5 Becomes Default
Fable 5 is back with tighter safeguards while Sonnet 5 becomes Claude's default. Here is the practical routing and cost decision.
Claude Sonnet 5 Guide
Claude Sonnet 5 pricing, 1M context, API migration changes, tokenizer cost implications, availability, and source-labeled launch evidence.
GPT-5.6 Sol, Terra, and Luna Guide
Current GPT-5.6 Sol, Terra, and Luna access, short- and long-context pricing, independent benchmark signals, and deployment controls.