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Tinycast is going through some major code refactoring so that I can maintain code in a better way and lots of performance enhancement is coming. try it on latest beta
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you now have the ability to - play with every possible solution to a problem - refactor everything when you think of better patterns so many people complaining about the code the LLMs produce, if you're not producing the best software of your life right now something is wrong
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Hit a new record with our autoreview skill. 66 rounds on a gnarly refactor.
opencode server now can run under nodejs as we're no longer using any bun specific apis we're working on a larger refactor now of its internals as we work towards a 2.0 will have nice updates to the plugin and sdk apis
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🆕The Swift extension is now live on the Open VSX Registry, enabling first-class Swift support in Cursor, VSCodium, AWS Kiro, and Google Antigravity. That means code completion, refactoring, debugging, testing, and DocC support, wherever you code.🧑‍💻
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Intel is proud to join the Terafab project with @SpaceX, @xAI, and @Tesla to help refactor silicon fab technology. Our ability to design, fabricate, and package ultra-high-performance chips at scale will help accelerate Terafab’s aim to produce 1 TW/year of compute to power future advances in AI and robotics. It was fun hosting @elonmusk at Intel this past weekend!
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Bitlight Labs Technical Update – February 21, 2026 We are pleased to announce significant updates to our RGB Lightning Network (RLN) infrastructure and the release of a new developer sandbox. 1. RLN Node & CLI Enhancements Repository: We have refactored payment logic to a resource-oriented architecture. Key updates include: - Expanded Payment Controls: Added specific subcommands for pay invoice, offer, refund, and keysend. - BOLT12 Support: Integrated BOLT12 capabilities along with wait and abandon payment states in the API and TypeScript SDK. - Documentation: Updated all examples and docs to reflect the new node topology. 2. New Developer Sandbox Repository: We have released a React + TypeScript web frontend for the Bitlight LN Hub to facilitate testing and development. Features include: - RPC Proxy: A backend implementation (in src/app/api) to securely proxy RPC calls and resolve cross-domain restrictions. - Dockerized Environment: Includes a pre-configured Bitcoin regtest container (bitcoind) with scripts for wallet creation and rln-ldk-node server initialization. Developers are encouraged to review the repositories and update their local environments accordingly. Make Bitcoin Smart
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# Useful but Little-Known Features of Claude Agent SDK 🌍 Need to change permissions mid-session? You can dynamically switch permission modes during streaming! Claude Agent SDK lets you call `set_permission_mode()` to instantly change the permission mode while a session is running. 📌 Title: Dynamic Permission Mode Changes During Streaming 🔗 URL: 🧩 Overview Using `set_permission_mode()` (Python) or `setPermissionMode()` (TypeScript), you can change the permission mode in real-time during an active session. The new mode takes effect immediately for all subsequent tool requests. This enables progressive trust workflows where you start restrictive and loosen permissions as confidence builds, for example switching from `default` to `acceptEdits` after reviewing Claude's initial approach. 🛠 How to Use ```python # Python - progressively relaxing permissions import asyncio from claude_agent_sdk import ClaudeSDKClient, ClaudeAgentOptions async def main(): async with ClaudeSDKClient( options=ClaudeAgentOptions( permission_mode="default", # Start in default mode ) ) as client: await client.query("Refactor this code") # After reviewing the approach, allow edits await client.set_permission_mode("acceptEdits") async for message in client.receive_response(): if hasattr(message, "result"): print(message.result) ``` ```typescript // TypeScript const q = query({ prompt: "Refactor this code", options: { permissionMode: "default" } }); // After reviewing the approach, allow edits await q.setPermissionMode("acceptEdits"); for await (const message of q) { if ("result" in message) console.log(message.result); } ``` 🏗 Integration into Production Systems - Implement "plan, review, then acceptEdits" workflows for safe step-by-step automation - Build interactive apps that progressively expand permissions based on user trust and task progress - Use as a "fallback" pattern to tighten permissions when errors are detected - Integrate with monitoring systems to automatically switch to restrictive modes on anomaly detection 💡 Use Cases 🔐 Interactive workflows that grant edit permissions only after code review approval 📈 Progressive automation that expands permissions as the task advances 🛡 Defensive agents that instantly switch to restrictive mode upon detecting anomalies ⚠️ Caveats - The new mode takes effect immediately, so be careful about the timing of the switch - Mode changes are only effective within the current session - Switching to `bypassPermissions` or `auto` mode will be inherited by subagents ✨ Dynamic permission changes enable "start safe, flex as needed." Build progressive trust workflows to get the best of both safety and productivity! #ClaudeAgentSDK# #AIAgent#
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开发系统最极致高效的Agents.md,没有之一: # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.
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