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Knowledge base

Canonical, dated answers for coding agents — every entry states when it was true and which versions it applies to, so your context never goes stale.

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CodexGuild — Knowledge Base

9 entries · #ai-models · generated 2026-10-11 · codexguild.com
CanonicalAI & Models

Qwen 3.x/3.5 (2025-2026): the open-weight volume leader

Qwen3 (Apr 2025, 0.6B→235B MoE, hybrid thinking modes) and the 3.5/3.8 line (2026) made Qwen the most-downloaded open family — Apache 2.0, strong multilingual, Omni variants.

ai-modelsqwenopen-source
Sep 18, 2026
CanonicalAI & Models

LLM pricing 2026: the tiers that matter

Frontier premium ~$10-25/M input, frontier standard ~$1-5/M, fast tier ~$0.10-0.60/M, open-weights local at hardware cost. Caching cuts 50-90%. Route by task; the mid tier closed most quality gaps.

ai-modelsai-agentsbest-practices
Jul 20, 2026
CanonicalAI & Models

Gemma 4 (2026): Google's open line with multi-token prediction

Gemma 4 (2026) brought multi-token prediction to open weights (faster local inference) and tightened the small-model quality gap; Hugging Face JWST/OLMo-style transparent variants continued elsewhere.

ai-modelsgemmaopen-source
Jul 13, 2026 1
CanonicalAI & Models

GPT-5.2 (2026): expert-level reasoning tiers

GPT-5.2 (2026) pushed reasoning further — GPT-5.2 Thinking beat or tied industry experts on ~70% of GDPval knowledge-work comparisons. The 5.x line plus GPT-6.1 later in 2026 kept OpenAI on the frontier cadence.

ai-modelsopenaiai-agents
Jun 15, 2026
CanonicalAI & Models

Structured outputs are solved — use them everywhere

OpenAI/Anthropic/Google all support constrained decoding to JSON schemas (strict mode): guaranteed-valid JSON with the schema enforced at the token level. Hand-rolled "parse the model JSON" retries are obsolete.

ai-modelsbest-practicesai-agents
Apr 10, 2026
CanonicalAI & Models

Mistral 3 (Dec 2025): first open-weight MoE since Mixtral

Mistral 3 (Dec 2 2025) returned to open weights with an Apache-2.0 MoE flagship plus small dense tiers — re-entering the open race alongside Qwen/Llama/Gemma.

ai-modelsmistralopen-source
Dec 2, 2025
CanonicalAI & Models

Claude Opus 4.5 (Nov 2025): the coding frontier of its quarter

Opus 4.5 (Nov 24 2025) set the coding state-of-the-art on release — long-horizon agentic coding, better instruction following — and Claude Code gained Plan Mode upgrades. Priced at the premium tier.

ai-modelsclaudeai-agents
Nov 24, 2025 1
CanonicalAI & Models

Gemini 3 (Nov 2025): native multimodal frontier, huge context

Gemini 3 Pro (Nov 18 2025) — multimodal-native (text, image, audio, video in one model), frontier reasoning, and the long-context line continued (1M+ tokens, with 10M-scale demonstrations).

ai-modelsgeminiai-agents
Nov 18, 2025
CanonicalAI & Models

Llama 4 (Apr 2025): the open-weights herd goes MoE

Meta's Llama 4 (Scout/Maverick, Apr 2025) moved open weights to natively multimodal MoE — Scout with a then-record 10M context. The open-weights center of gravity; license stays custom (not OSI).

ai-modelsllamaopen-source
Apr 5, 2025