ZCode’s workspace uploads: what was observed and what changed
The reported ZCode workspace uploads, dated fixes, source and binary limits, and six questions to ask before giving an AI coding tool repository access.
Archive
Archive
Chronological archive of every published AIHackers article, useful for tracking how guidance, model economics, and security assumptions evolved over time.
Sort a Support Inbox by Current Impact with Jev
A fictional support inbox, an explicit policy, a deterministic baseline and recorded Jev decisions. Inspect the messages, mistakes, latency and calculated token costs.
DeepSeek’s 2025 Database Exposure: What Wiz Confirmed
Wiz’s 2025 DeepSeek database findings, unresolved scope, and separate checks for model value, provider security, data terms and sharing.
Try what it made, then inspect the receipt
DeepSeek passed one frozen packing batch. The cat runner returned no HTML and the calculator was truncated. Download the result and inspect prompts, token counts and unreconciled costs.
OpenAI Decisions vs Jev and Clef: Which Fits Your App?
Choose code, Jev, Clef, OpenAI Decisions or generative Luna for routing, claim triage and images, with access, cost and failure boundaries.
ChatGPT Space vs Projects: What to Put Where
Decide what belongs in ChatGPT Space, Projects or GitHub. Check Page access, linked files, Memory and training, with a practical brief and handoff checklist.
ChatGPT Dots, Work or Codex: What Should You Use?
A dot flagged two competing fixes. Use the case to choose Chat, Work, Codex or Dots, set a bounded coordination task, and check usage before adding a bill.
October 2026 AI Buying Guide: What to Use or Pay For
Choose AI access for your workload: use existing plans, compare Claude or ChatGPT, or budget APIs. Includes a renewal worksheet and a don't-upgrade option.
AI Agents Crossed the Line: What the Incidents Show
Hugging Face, Australia's Medicare portal, Gemini and Claude: confirmed scope, new SwarmTraces evidence, and practical lessons for anyone deploying AI agents.
Jev: Practical Use Cases and a Builder’s Guide
Build with TypeSafe Jev: useful projects, OpenRouter access, agent skills, an interactive routing example, and an evaluation plan that separates promise from proof.
GPT-6.1 Sol, Sol and Luna: Pricing and Evidence
Compare GPT-6.1 Sol API rates and cache savings with Sol and Luna; separate Work/Codex credits, included limits and dated benchmark evidence.
Claude Credits, Codex Resets, and OpenAI’s Released Pro Plans
Claude’s announced October 7 claim date has no published cutoff timezone. Check offer status, existing-credit expiry, resets and OpenAI Pro terms.
Open Weights vs Open Source: What MiMo V2.6 Actually Gives You
A plain-English guide to weights, model code, RL environments, licenses, and reproducibility, using Xiaomi MiMo V2.6 as a dated example.
How to Read Xiaomi MiMo's RL Training Dashboard
A plain-English guide to Xiaomi MiMo V2.6's public RL dashboard: rollouts, rewards, batches, benchmarks, open weights, and compute limits.
Claude Opus 5.5: Benchmarks, Price, and Verdict
Claude Opus 5.5 review: independent benchmarks, lower API prices, effort tradeoffs, coding results, and the limits of the efficiency claims.
Claude Max App vs Web Prices: Check Before You Subscribe
Paying for Claude Max through your phone? Compare web and app prices, calculate your actual saving, and check renewal dates before changing your billing route.
DeepSeek V4.1 Flash: A Strong API Value Candidate
DeepSeek V4.1 Flash adds native vision and MIT weights. Compare direct API pricing, legacy aliases, independent evidence, and temporary coding-plan offers.
GPT-6 Astra: Start Planning Evaluations on Low
Evaluate GPT-6 Astra Low for planning and orchestration, with benchmark regressions, API prices, subscription limits, and accepted-result costs kept distinct.
September 2026 AI Value: Opus, MiMo, DeepSeek and Luna
September 27 AI value shortlist: Opus 5.5 on Claude Pro, MiMo V2.6, DeepSeek V4.1, GPT-6 Luna, OpenCode Go allowances and when reset clocks start.
Claude Shared Chats in Search: Exposure and Response
What Claude shared-chat search exposure shows, documented sharing limits, and how to inventory public snapshots, unshare and request search removal.