AI Context Mastery

Cursor PMs rejoice: Elastic announces deeper partnership to accelerate context engineering.

• Cursor: Leading AI coding platform for building...

Routines mimic short-term memory for tasks: Schedule weekly backlog grooming or GitHub-triggered PR reviews—autonomous runs with self-contained...

Non-dev friendly alternative to manual prompt copying: Save AI prompts as Skills directly from chat history for instant reuse on pages/tabs.

• Time...

Persistent Memory Updates

• 🔥 Tensorlake Sandboxes: Tensorlake added full memory and disk snapshots that pause the VM for under 100ms, enabling...

Tensorlake's sandbox updates make long-running AI agents reliable without context loss—game-changer for PM workflows.

• Ultra-low latency snapshots:...

Trend: MCPs cut re-explains by injecting live context (docs, strategies) into Claude Code, enabling PMs to handle full workflows in single...

Boost Claude workflow efficiency with these beginner-friendly slash commands—ideal for non-dev PMs managing context and tokens:

• /CLEAR: Clears...

Key change: Anthropic silently downgraded prompt cache TTL from 1 hour to 5 minutes on March 6, inflating costs for Claude Code workflows.

• Token...

Skills Janitor is a free open-source tool with 9 commands to audit, deduplicate, lint, fix, and track your Claude Code skills—revealing what's broken, overlaps, and unused ones for streamlined workflows.

Tired of re-explaining everything to AI coding agents like Cursor or Claude Code?

ContextPool provides persistent memory by scanning past sessions...

Claude Cache and Agent Updates

• 🔥 Cache TTL Downgrade: An Anthropic silently regressed Claude's prompt cache TTL from 1 hour to 5 minutes around...

Steal these 5 Claude prompts to build offers with precision – perfect for PMs validating business ideas.

• Painkiller vs. Vitamin Test: "Analyze my...

• Rising PR Flood: AI agents speed code generation, but teams drown in reviews, slowing builds.
• Review Pain: Heavy context load blurs details, risks...

Local Claude Code alternative for Windows: Runs 100% on-device, controls screen/files, executes tasks privately—no data leaves your machine.

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Hermes Agent is an open-source AI from Nous Research that builds long-term memory across sessions, unlike single-chat tools like Claude.

Key...

Trend alert for PMs: Anthropic's Managed Agents enable persistent, tool-rich sessions (code exec, web browse) for autonomous coding tasks – ideal for...

Plain-Language 101 Guides

• 🔥 Kitchen Analogy for Key Techniques: A simple kitchen guide explains pre-trained models as frozen food, fine-tuning,...

Unlock AI coding tools like Cursor/Claude Code with this kitchen 101:

• Pre-trained models = Frozen pasta: Factory-made general smarts for code...

• Rules files as memory layer: Add project/global Markdown rules (e.g., Cursor.rules/, Claude Code CLAUDE.md) for prefs like Streamlit/Altair—AI...

Build secure AI agents without data leaks using Claude API's architecture for PMs:

• Minimum access: Fetch only task-specific data with expiring,...