# reasoning insights

Rangoon Insights reporting and guides tagged reasoning.

Canonical: https://rangoon.ai/insights/tags/reasoning/

## Topics
- [Agent systems](https://rangoon.ai/insights/topics/agents/): Agent runtimes, handoffs, tools, and the boundaries that make them reviewable.
- [Governance](https://rangoon.ai/insights/topics/governance/): Policy, identity, authorization, approvals, and evidence for consequential work.
- [Infrastructure](https://rangoon.ai/insights/topics/infrastructure/): Model serving, sandboxes, tool services, and deployment boundaries.
- [Models](https://rangoon.ai/insights/topics/models/): Inference choices, local serving, compatibility, and operational tradeoffs.

## Stories
- [Magistral made reasoning transparency a traceability question](https://rangoon.ai/insights/archive-magistral-release-2025/)
  Mistral announced Magistral on June 10, 2025 as its reasoning family. A visible rationale still needs source checks, output controls, and accountable decisions.
- [DeepSeek-R1-0528 made reasoning updates a token-budget decision](https://rangoon.ai/insights/archive-deepseek-r1-0528-update-2025/)
  DeepSeek released R1-0528 on May 28, 2025 with stated benchmark, function-calling, and hallucination changes. A reasoning gain can also change tokens, latency, and tool behavior.
- [ARC-AGI-2 added calibrated task sets and a cost axis to its reasoning challenge](https://rangoon.ai/insights/archive-arc-agi-2-march-2025/)
  ARC Prize launched ARC-AGI-2 on March 24, 2025, with grid-based reasoning tasks, 120-task evaluation sets, pass@2 scoring, and cost reporting.
- [NVIDIA Llama Nemotron Super made model-family labels insufficient for agents](https://rangoon.ai/insights/archive-nvidia-llama-nemotron-super-2025/)
  NVIDIA announced Llama Nemotron reasoning models on March 18, 2025, including Super. A family benchmark needs the exact size, quantization, tools, prompts, and agent harness.
- [QwQ-32B made reinforcement-learning claims a harness question](https://rangoon.ai/insights/archive-qwq-32b-release-2025/)
  Qwen released QwQ-32B on March 6, 2025 and described a 32B reasoning model with agent-facing capability claims. Its comparisons need the stated tasks, budgets, and scaffolding.
- [Granite 3.2 made reasoning mode a route-level choice](https://rangoon.ai/insights/archive-ibm-granite-3-2-reasoning-control-february-2025/)
  IBM released Granite 3.2 on February 26, 2025 with controllable experimental reasoning and a model card for the 8B instruction artifact, making route policy observable.
- [Claude 3.7 Sonnet made thinking budget a product control](https://rangoon.ai/insights/archive-claude-3-7-hybrid-reasoning-2025/)
  Anthropic announced Claude 3.7 Sonnet and Claude Code on February 24, 2025. Its hybrid reasoning design made compute limits an operational control.
- [The DeepSeek-R1 paper made the training path part of the story](https://rangoon.ai/insights/archive-deepseek-r1-paper-submission-2025/)
  DeepSeek submitted its DeepSeek-R1 paper to arXiv on January 22, 2025. Its account of reinforcement learning and distillation called for claim-by-claim model evaluation.


## More information

- [Documentation index](https://rangoon.ai/llms.txt)
- [AI access and policies](https://rangoon.ai/ai/)
- [Source repository](https://github.com/hypler-dev/rangoon)