10h ago
Hermes Agent 101: Open-Source AI with Persistent Memory for Non-Devs
Hermes Agent is an open-source AI from Nous Research that builds long-term memory across sessions, unlike single-chat tools like Claude.
Key...
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AI Context Mastery
Created by Jacob Lewis
Technical deep dives on AI coding tool context windows, updates, and best practices
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Recent Posts
Explore the latest content tracked by AI Context Mastery
10h ago
Claude Agents Advance: Features Gain, But Costs and Reliability Spike for PM Workflows
Trend alert for PMs: Anthropic's Managed Agents enable persistent, tool-rich sessions (code exec, web browse) for autonomous coding tasks – ideal for...
14h ago
AI Context Mastery · Apr 12 Daily Digest
Plain-Language 101 Guides
- 🔥 Kitchen Analogy for Key Techniques: A simple kitchen guide explains pre-trained models as frozen food, fine-tuning,...
1d ago
Kitchen Analogy: PMs Guide to Prompts/RAG vs Fine-Tuning for AI Coding Context
Unlock AI coding tools like Cursor/Claude Code with this kitchen 101:
- Pre-trained models = Frozen pasta: Factory-made general smarts for code...
1d ago
PMs: Easy Memory Layers & Evals to Fix AI Coding Limits in Claude Code/Cursor
- Rules files as memory layer: Add project/global Markdown rules (e.g., Cursor.rules/, Claude Code CLAUDE.md) for prefs like Streamlit/Altair—AI...
1d ago
Claude API's 4 Security Pillars for Safe Enterprise Agents
Build secure AI agents without data leaks using Claude API's architecture for PMs:
- Minimum access: Fetch only task-specific data with expiring,...
1d ago
Harness: Filesystem as External Memory for AI Agents
Beginner PM guide to Harness in LangChain Deep Agents:
- External memory via filesystem: Offloads intermediate results.
- Effective context...
1d ago
AI Context Mastery · Apr 11 Daily Digest
Plain-Language Memory Guides
- 🔥 Long-Term vs Short-Term Memory: Article explains long-term memory as anything persisting across sessions and...
1d ago
QoderWork: No-Code AI Agent for PMs to Automate Files, Data, and Builds
QoderWork empowers non-coders like product managers with a desktop AI agent that handles real work without skills.
- File ops: Opens files directly...
2d ago
Cursor Feature Request: Clear Context After Agent Planning
Cursor IDE user requests option to clear context after planning with an agent, then build the plan – a user-driven fix for better context management workflows.
2d ago
AI 101 Glossary: LLMs, Agents, Hallucinations for PMs New to Tools
Beginner primer on core AI terms powering context/agent tools like Claude:
- LLMs: Brains of ChatGPT/Claude; predict next words from massive text...
2d ago
Short-Term vs Long-Term Memory in AI Agents: Simple PM Breakdown
- Short-term memory (STM): Ephemeral, session-only info like recent messages and tool outputs, stored in RAM and limited by the model's context...
2d ago
Claude Code's Multi-File Iteration: PMs' Key to Smoother Dev Workflows
Reduces context switching for teams: Handles full tasks across files—explore, edit, test, commit—cutting rework via agentic loops that plan changes,...
2d ago
AI Context Mastery · Apr 10 Daily Digest
Context Drift Insights
- 🔥 Stanford Research on LLM Forgetting: A Stanford study shows LLMs lose track of instructions mid-conversation due to...
3d ago
Alert for PMs: Vercel Plugin in Claude Code Demands Prompts on Unrelated Projects
Privacy red flag in Claude Code plugins: Vercel asks to share every prompt—even on non-Vercel projects—with no project gating.
- Sneaky consent:...
3d ago
AI Context Drift 101: Why Long Chats Make Agents Forget – And Context Graphs as the Fix
Trend alert for PMs: Enterprises shifting from prompts to context engineering to beat instruction forgetting.
- Lost in the Middle effect: Stanford...
3d ago
AI Agent Memory Trend: From RAM Volatility to Persistent Postgres and Smart Contexts
Key trend in AI tools like Claude Code Harness and LangGraph for PMs:
- Ephemeral RAM start: InMemorySaver holds state in volatile RAM—lost on...
4d ago
PM Hacks: Beat Claude Code Context Overflows & Poisoning with Simple Patterns
Trend alert for 2026 AI workflows: Structured patterns fix context pitfalls like overflows and poisoning, boosting non-dev productivity.
- Sequential...
4d ago
AI Context Mastery · Apr 8 Daily Digest
Nanocode: Low-Cost Claude Code Alternative
- 🔥 Nanocode Launch: Nanocode is a $200 open-source project running a pure JAX implementation of...
5d ago
Nanocode: $200 TPU Claude Code Alternative
- Ultra-low cost: Open-source project runs pure JAX Claude Code on TPU for $200.
- Top implementation: Hailed as the best available.
- Quick training: Completes in 9 hours on TPU v6e-8.
Ideal hybrid for PMs dodging quotas with strong ROI.