Field notes on frontier open models.

• 2026-09-09 Why we built Wallaby — and where we're going Wallaby exists because access to frontier open-weight models is harder than it should be. What we run, what we charge, and reliability you can verify. PinnedCompany
• 2026-10-06 OpenHands Model Router on your own endpoint: what works, what isn't wired yet, what it costs Day-one field test of OpenHands' Model Router on a custom endpoint: routing works at $0.0025 a call, but two early-build gaps are worth knowing first. Guide
• 2026-10-06 OpenHands with your own endpoint: every error we've hit, and the fix The error map for OpenHands on your own endpoint: the cache_creation_tokens crash, first-chat stalls, $0.0000 metrics, and the settings-layer bugs. Guide
• 2026-10-06 OpenHands v1.25.0: The Settings Layer Grows Up OpenHands v1.25.0 ships 17 features and 33 fixes; 18 of 50 user-facing changes land in one place: LLM profiles, provider connections, the Model Router. Industry
• 2026-10-06 Kimi K3 API with per-request itemized billing Wallaby Token bills every Kimi K3 call as its own line item: input, cached input, output and thinking, in your console seconds after the request. Guide
• 2026-10-06 Kimi K3 API with a free trial credit: $0.50, no card, no top-up Every new Wallaby Token account gets $0.50 of free trial credit for the Kimi K3 API — no card, no top-up. Here's what $0.50 buys and how to make your first call in two minutes. Guide
• 2026-10-06 AI Memory Should Have a Probation Period Trust-building mode: new memories get proposed, not written, until you approve them. Plus a conditional code-version module and a full Chinese edition. Playbook
• 2026-10-05 Kimi K3 API that takes card payment (no crypto) Pay for a Kimi K3 API with a normal bank card: USD card checkout via Stripe, prepaid credits that never expire, and no crypto anywhere in the payment flow. Guide
• 2026-10-05 Kimi K3 API with a public status page: live uptime, 90-day history, JSON feed Wallaby Token publishes a public status page for the Kimi K3 API: per-component uptime over 24 hours, 30 and 90 days, live latency, incident history, and a machine-readable status.json. No login required. Guide
• 2026-10-05 Where to get Kimi K3: every access route compared Kimi K3 access routes compared: official API, inference clouds, gateways, subscriptions, free tiers and self-hosting, with current prices and who each route fits. Guide
• 2026-10-05 AI Memory Benchmarks Measure the Wrong Thing Every major AI memory system posts green benchmark scores, and every agent user reports the same failures. The gap is structural: benchmarks test retrieval, while production memory dies of rot. Playbook
• 2026-10-05 Why your agent's token bill keeps growing, and how to audit it An agent's daily token spend can double with no change in workload. The causes are measurable once you count per request instead of per day. A field guide with real numbers and a cost simulator. Playbook
• 2026-10-04 SkillRefiner: five stages, zero replays — like ours SkillRefiner refines agent skills offline from historical traces. We run a similar loop in production, built independently: five stages, real cases, and what it taught us back. Playbook
• 2026-10-04 Open-weight LLM pricing Oct 2026: Kimi K3, DeepSeek V4 Official per-1M-token prices for the four major open-weight model APIs, fetched from the official pricing pages on Oct 4, 2026 — plus the peak-window, context-tier and cache traps, and what a coding-agent workload actually costs on each. Guide
• 2026-10-01 AI Memory Pricing: Supermemory vs Mem0 vs Zep vs Letta AI memory pricing compared from all four official pages — Supermemory, Mem0, Zep, Letta — plus the self-hosted route we benchmarked and the free file option. Playbook
• 2026-10-01 AI Memory: Three Routes, Three Bills Three routes to AI memory — hosted API, self-hosted engine, plain files — and what each one bills you. We benchmarked the hot one, then said no. Playbook
• 2026-10-01 Your Agent Needs Sleep, Not a Bigger Context A stale card on our project board exposed the real bug: we had built our AI a perfect memory, and perfect memory was the problem. Human memory works because it forgets — so we rebuilt ours around sleep, pruning, and myelin. Playbook
• 2026-10-01 Memory Consolidation for AI Agents: A Three-Piece Playbook A working recipe for agent memory that gets more accurate over time: a replay job that decides what survives the day, a pruning pass that deletes on purpose, and a reflex layer that turns repeated procedures into muscle. Playbook
• 2026-10-01 Memory Is Not Written. It's Audited. Write discipline always loosens. Three weeks in, the log claims things are done that the state file still shows in flight — and nobody notices. The fix is not stricter discipline; it's a weekly mechanical diff between what your log claims and what your state shows. Playbook
• 2026-09-30 Microsoft put 1,024 AI agents on one task. What did it cost? Microsoft's Agensh paper scales one task from 1 agent to 1,024 with no orchestrator. The gains are real but sharply sublinear — and the token bill appears nowhere in the paper. Industry
• 2026-09-30 Why did reasoning_effort silently stop working? For 13 days we thought the model ignored reasoning_effort. The truth: our own router was dropping the parameter. A postmortem with logs, retests, and the fix. Playbook
• 2026-09-29 Your API key is probably already on GitHub Searching GitHub for OPENAI_API_KEY returns thousands of committed .env files — many still live. Five boring fixes that actually protect your keys. Guide
• 2026-09-29 It Remembers Because You Close Memory systems don't fail at install — they fail at the end of each session, one skipped write-back at a time. The fix is a two-minute closeout ritual, and it now ships as a paste-in prompt. Playbook
• 2026-09-29 AI Reviews AI: We Planted 7 Bugs in a Rate Limiter and Sealed the Answer Key One agent wrote a token-bucket rate limiter with 7 planted bugs. Another agent — Kimi K3 in OpenHands Agent Canvas — reviewed it. It caught 6, spotted the rigged test, and found 2 bugs we didn't plant. Full scorecard and the $0.16 bill. Tutorial
• 2026-09-28 OpenHands Agent Canvas: Scheduled Slack Digests Wire an Agent Canvas cron automation to Slack via an incoming webhook: a self-contained prompt, a real verified run, metered cost, and two environment notes. Tutorial
• 2026-09-28 The Authors Guild filings are an API procurement problem Unsealed briefs in Authors Guild v. OpenAI quote executives admitting they trained on pirated books. Two questions every API buyer should now ask their provider — provenance and retention. Industry
• 2026-09-25 OpenHands 'Failed to load provider connections': fix OpenHands 'Failed to load provider connections'? Two agent-servers sharing ~/.openhands use different OH_SECRET_KEY values, so saved keys read empty. Fix: one value per machine. Playbook
• 2026-09-25 How to Use Kimi K3 in pi (One JSON Block) How to use Kimi K3 in pi: one JSON block in ~/.pi/agent/models.json, one exported key, done. Verified end-to-end on pi 0.86.1 with billing logs to match. Tutorial
• 2026-09-25 Your AGENTS.md Is Rotting (Here's the Fix) AGENTS.md rots by default: stale decisions, invented paths, confident lies. Structure won't fix it — a maintenance layer will. Here's ours, in production. Playbook
• 2026-09-25 OpenHands 'cache_creation_tokens' AttributeError: fix OpenHands: 'PromptTokensDetailsWrapper' object has no attribute 'cache_creation_tokens' — an SDK/LiteLLM version-skew bug, not your endpoint. Cause and fix inside. Tutorial
• 2026-09-23 OpenHands stuck at 'Running task'? The first-chat stall OpenHands stuck at 'Running task' / 'Waiting for task'? The call succeeded — the UI event channel is rate-limited. Fix: stop, start a fresh conversation. Why Metrics shows $0.0000, too. Tutorial
• 2026-09-21 AI remembers, you find: fixing AI memory rot AI memory rots mid-project: settled decisions get relitigated, files get invented. Wallaby-agent-rules v2 moves memory to plain, dated, sourced files. Playbook
• 2026-09-17 Kimi K3 in OpenCode: zero-config, in the catalog Run Kimi K3 in OpenCode with zero config — Wallaby is in the models.dev catalog. One env var, one model refresh, K3 is selectable. Verified end to end. Tutorial
• 2026-09-17 One endpoint, one bill: Kimi K3 for dev teams One endpoint, one bill: give every developer their own API key with a hard budget cap, all from one shared prepaid balance — no seat licenses, no surprise. Tutorial
• 2026-09-17 Union Alpha Free in OpenCode: how to try it Union Alpha Free in OpenCode: zero-cost model, 262k context, no key required. How to enable it, what we verified, and honest caveats before real work. Tutorial
• 2026-09-14 How to compare LLM API costs: measure cost per accepted output LLM API cost comparison goes past price per million tokens: retries and human fixes are the bigger bill. Measure cost per accepted output in one afternoon. Playbook
• 2026-09-13 Kimi K3 pricing compared: official list vs 17 providers Kimi K3 pricing, straight: $3.00/M input, $0.30/M cached, $15.00/M output at official list. What 17 API providers actually charge, and what one task costs. Guide
• 2026-09-13 AGENTS.md as a token budget: the forbidden list AGENTS.md is a Linux-Foundation standard read by 30+ coding agents. Used well it's a token budget — our full production playbook, forbidden list included. Playbook
• 2026-09-13 Kimi K3 in Codex CLI: profile-file setup Run Kimi K3 in OpenAI Codex CLI through Wallaby's API, using the profile file — one config file, verified end to end with a real coding task. Tutorial
• 2026-09-12 Kimi K3 in VS Code Copilot via BYOK: setup Point VS Code's Bring Your Own Key endpoint at an OpenAI-compatible API and run kimi-k3 in Copilot Chat agent mode — full setup with working configuration. Tutorial
• 2026-09-12 Kimi K3 in Cline: 5-minute BYOK setup Configure Cline to use the kimi-k3 reasoning model through Wallaby Token's OpenAI-compatible API. Working setup in under five minutes, verified end to end. Tutorial
• 2026-09-10 Kimi K3 in Hermes Agent: 4 lines of YAML Point Hermes Agent at the kimi-k3 reasoning model through Wallaby Token's OpenAI-compatible API. Verified end-to-end — chat and tool use both work. Tutorial
• 2026-09-09 Top up Wallaby Token: card, Apple & Google Pay How to add credit to your Wallaby Token account with a card, Apple Pay, or Google Pay — plus the pitfalls we hit ourselves when testing. Guide
• 2026-09-09 Kimi K3 in Claude Code: 5-minute setup Configure Claude Code to run Moonshot AI's kimi-k3 model through Wallaby Token's Anthropic-compatible endpoint, verified end-to-end. Tutorial
• 2026-09-09 Kimi K3 in Cursor: what blocks it, what works Running Kimi K3 in Cursor via an OpenAI-compatible endpoint hits two hard blocks today — here is exactly what we hit, and the setup that works instead. Tutorial

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