# Dennis Pilarinos


URL: https://getunblocked.com/authors/dennis-pilarinos/
Role: Founder & CEO of Unblocked
Links: [https://www.linkedin.com/in/dennispi/](https://www.linkedin.com/in/dennispi/), [https://x.com/dennispilarinos](https://x.com/dennispilarinos)

Dennis Pilarinos is the founder and CEO of Unblocked, the context engine for engineering teams. He previously founded Buddybuild, the mobile CI/CD service Apple acquired in 2018 and relaunched as Xcode Cloud, and built developer platforms at Amazon (AWS) and Microsoft (Azure). He holds multiple patents and writes here about how AI agents get, and lose, organizational context.

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## Articles

- [Anthropic's Agent Memory Research: What Memory From Sessions Can't See](https://getunblocked.com/blog/anthropic-agent-memory-what-session-memory-misses/) _(2026-11-10T15:40:00Z)_
- [Agentic Engineering: What Agents Need Besides the Model](https://getunblocked.com/blog/agentic-engineering-what-agents-need/) _(2026-11-05T14:25:00Z)_
- [Unblocked ranked the highest performing code review tool](https://getunblocked.com/blog/unblocked-catches-the-most-bugs-on-code-review-bench/) _(2026-11-02T11:00:00.000Z)_
- [Context for Background Coding Agents: What an Unattended Agent Needs Before It Starts](https://getunblocked.com/blog/context-for-background-cloud-agents/) _(2026-10-21T14:00:00Z)_
- [How Enterprise AI Agents Get Company Context: Access Is Not Understanding](https://getunblocked.com/blog/enterprise-ai-agents-company-context/) _(2026-10-16T15:00:00Z)_
- [Why Was This Built This Way? The Second Codebase Your AI Agents Can't Read](https://getunblocked.com/blog/why-was-this-built-this-way/) _(2026-10-14T14:00:00Z)_
- [How to Organize Context for AI Agents When It Lives Everywhere](https://getunblocked.com/blog/organize-engineering-context-for-ai-agents/) _(2026-10-12T13:00:00Z)_
- [Context for Support and Ops Agents: One Source for Every Agent You Run](https://getunblocked.com/blog/context-for-support-and-ops-agents/) _(2026-10-09T13:00:00Z)_
- [Source of Truth for AI Agents: Who Decides What Is True?](https://getunblocked.com/blog/who-decides-what-is-true-for-ai-agents/) _(2026-10-07T15:00:00Z)_
- [Stop AI Slop From Contaminating Your Team's Knowledge Base](https://getunblocked.com/blog/stop-ai-slop-contaminating-team-knowledge/) _(2026-09-28T15:00:00Z)_
- [Best AI Documentation Tools for Engineering Teams (2026)](https://getunblocked.com/blog/best-ai-documentation-tools-engineering-teams/) _(2026-09-24T15:00:00Z)_
- [Does Sandboxing MCP Output Fix the Agent Context Problem?](https://getunblocked.com/blog/sandboxing-mcp-output-vs-context-engine/) _(2026-09-22T15:00:00Z)_
- [How to Give AI Agents Your Slack, Jira, and Confluence Knowledge (Tools Compared)](https://getunblocked.com/blog/give-agents-slack-jira-confluence-knowledge/) _(2026-09-09T09:00:00Z)_
- [Agent Skills vs Rules Files vs Retrieved Context: What Goes Where in 2026](https://getunblocked.com/blog/agent-skills-vs-rules-files/) _(2026-09-07T09:30:00Z)_
- [Best Knowledge Base for AI Agents (2026)](https://getunblocked.com/blog/best-knowledge-base-ai-agents/) _(2026-08-26T10:00:00Z)_
- [One Instructions File to Rule Your Agent: What AGENTS.md and CLAUDE.md Can and Can't Fix](https://getunblocked.com/blog/single-file-agent-instructions/) _(2026-08-24T15:30:00Z)_
- [What 194 Engineering Teams Told Us About Their Homegrown Context Stacks](https://getunblocked.com/blog/homegrown-context-stacks/) _(2026-08-21T09:30:00Z)_
- [Why Wouldn't Claude Code Handle Your Org Context Itself?](https://getunblocked.com/blog/why-not-just-claude-code/) _(2026-08-19T10:00:00Z)_
- [The Snowflake Copilot Autofix Incident: An AI Approved Removing a Guardrail Nobody Told It About](https://getunblocked.com/blog/copilot-autofix-snowflake-incident/) _(2026-08-17T15:30:00Z)_
- [CLAUDE.md vs AGENTS.md vs .cursorrules: Which File Should You Write?](https://getunblocked.com/blog/claude-md-vs-agents-md-vs-cursor-rules/) _(2026-08-14T15:00:00Z)_
- [What We Learned Moving Our Agent Loops from Anthropic to GLM](https://getunblocked.com/blog/moving-agent-loops-from-anthropic-to-glm/) _(2026-08-13T12:00:00Z)_
- [Why Claude Code Invents Functions Your Codebase Doesn't Have](https://getunblocked.com/blog/why-claude-code-invents-functions/) _(2026-08-12T15:00:00Z)_
- [What Is Context Rot? Why AI Agents Degrade Mid-Session](https://getunblocked.com/blog/what-is-context-rot/) _(2026-08-10T15:00:00Z)_
- [Claude Code vs Codex CLI: The Enterprise Comparison (2026)](https://getunblocked.com/blog/claude-code-vs-codex/) _(2026-08-06T10:00:00Z)_
- [Which Source of Truth Does Your Coding Agent Believe?](https://getunblocked.com/blog/coding-agent-source-of-truth/) _(2026-08-05T14:00:00Z)_
- [Inside the Unblocked context engine: how we decide what your agent needs to know](https://getunblocked.com/blog/inside-the-unblocked-context-engine/) _(2026-08-05T12:00:00.000Z)_
- [Cursor vs Claude Code for Teams: Which Fits Your Engineering Org in 2026?](https://getunblocked.com/blog/cursor-vs-claude-code/) _(2026-08-05T09:30:00Z)_
- [Codex Context Management: Auto-Compact Threshold and /context](https://getunblocked.com/blog/codex-context-window-tools/) _(2026-08-04T08:00:00Z)_
- [Context Infrastructure for Fleet-Scale Coding Agents](https://getunblocked.com/blog/context-infrastructure-fleet-scale-coding-agents/) _(2026-08-03T15:00:00Z)_
- [Keeping CLAUDE.md, AGENTS.md, and .cursorrules in Sync](https://getunblocked.com/blog/keeping-claude-md-agents-md-cursorrules-in-sync/) _(2026-07-30T15:00:00Z)_
- [A Pile of MCP Connectors Is Not a Context Engine](https://getunblocked.com/blog/mcp-connectors-are-not-a-context-engine/) _(2026-07-29T18:17:36.920Z)_
- [AI Agent Orchestration Platforms Compared (2026)](https://getunblocked.com/blog/ai-agent-orchestration-platforms-compared/) _(2026-07-28T15:00:00Z)_
- [Connect PagerDuty and GitHub to Claude Code for Incident Debugging](https://getunblocked.com/blog/pagerduty-mcp/) _(2026-07-20T21:00:00Z)_
- [Slack MCP: Feed Slack History to Your AI Coding Agent](https://getunblocked.com/blog/slack-mcp/) _(2026-07-20T19:00:00Z)_
- [Linear MCP: Sync Linear Tickets to Your AI Coding Agent](https://getunblocked.com/blog/linear-mcp/) _(2026-07-20T17:00:00Z)_
- [Notion MCP: Connect Notion to Claude Code and Cursor](https://getunblocked.com/blog/notion-mcp/) _(2026-07-20T15:00:00Z)_
- [Unblocked vs Onyx for AI Coding Agent Context](https://getunblocked.com/blog/unblocked-vs-onyx-ai-coding-context/) _(2026-07-17T15:00:00Z)_
- [Best Context Retrieval Tools for AI Coding Agents](https://getunblocked.com/blog/best-context-retrieval-tools-ai-coding-agents/) _(2026-07-17T13:00:00Z)_
- [Why Cursor Hallucinates Your Architecture and Forgets Context (and How to Fix It)](https://getunblocked.com/blog/why-cursor-hallucinates-and-forgets-context/) _(2026-07-14T09:00:00Z)_
- [Best MCP Servers for Engineering Teams (2026 Compared)](https://getunblocked.com/blog/best-mcp-servers-for-engineering-teams-compared/) _(2026-07-13T13:00:00Z)_
- [Context Infrastructure for Autonomous Coding Agents: What They Need Before You Can Trust Them](https://getunblocked.com/blog/context-infrastructure-autonomous-agents/) _(2026-07-13T09:00:00Z)_
- [What Is an AI Software Factory? (And How Agentic Engineering Actually Works)](https://getunblocked.com/blog/ai-software-factory/) _(2026-07-10T09:00:00Z)_
- [Knowledge Graph Tools for Engineering Teams: What to Use in 2026](https://getunblocked.com/blog/knowledge-graph-for-engineering-teams/) _(2026-07-09T16:14:33Z)_
- [Best Engineering Knowledge Platforms for AI Coding Agents in 2026](https://getunblocked.com/blog/best-engineering-knowledge-platforms-ai-coding-agents-2026/) _(2026-07-08T08:00:00Z)_
- ["Context" grew up at the World's Fair](https://getunblocked.com/blog/context-grew-up-at-the-worlds-fair/) _(2026-07-07T16:21:28.105Z)_
- [Codex Context Window: Size, the 1M Setting, and How to Check Usage (2026)](https://getunblocked.com/blog/codex-context-window/) _(2026-07-03T08:00:00Z)_
- [Confluence MCP Server: Connect Claude Code, Cursor, and VS Code in 2 Minutes (2026)](https://getunblocked.com/blog/confluence-mcp/) _(2026-07-02T08:00:00Z)_
- [Permission-Aware Context Retrieval: How Unblocked, Glean, Augment Code, and Sourcegraph Compare](https://getunblocked.com/blog/permission-aware-context-retrieval-ai-coding-agents/) _(2026-07-01T16:40:51.419Z)_
- [Best AI Tools for Engineering Teams in 2026](https://getunblocked.com/blog/best-ai-tools-for-engineering-teams/) _(2026-07-01T08:00:00Z)_
- [How to Refactor Legacy Code with AI Agents (2026)](https://getunblocked.com/blog/refactoring-legacy-code/) _(2026-07-01T08:00:00Z)_
- [AI-Powered Legacy Code Modernization: The Complete Guide (2026)](https://getunblocked.com/blog/legacy-code-modernization/) _(2026-06-30T08:00:00Z)_
- [Claude Code Context Window: 200K vs 1M, and How to Check What Is Using It (2026)](https://getunblocked.com/blog/claude-code-context-window/) _(2026-06-25T08:00:00Z)_
- [Jira MCP Server: Connect Claude Code, Cursor, and VS Code in 2 Minutes (2026)](https://getunblocked.com/blog/jira-mcp/) _(2026-06-24T08:00:00Z)_
- [AI Coding Anti-Patterns: How Teams Waste the Three Levers](https://getunblocked.com/blog/ai-coding-anti-patterns/) _(2026-06-23T08:00:00Z)_
- [How Much Autonomy Should You Give Your AI Coding Agents?](https://getunblocked.com/blog/ai-coding-agent-autonomy/) _(2026-06-22T08:00:00Z)_
- [Your agents lack context. Here's how to fix "You're absolutely right."](https://getunblocked.com/blog/your-agents-lack-context/) _(2026-06-17T15:00:00Z)_
- [Why AI Agents Burn Tokens: The Four Runtime Waste Mechanisms](https://getunblocked.com/blog/why-ai-agents-burn-tokens/) _(2026-06-15T10:00:00Z)_
- [FinOps for AI Coding: Who Owns the Budget When Agents Spend It](https://getunblocked.com/blog/finops-for-ai-coding/) _(2026-06-15T09:30:00Z)_
- [The Auto-Loop Tax: Why Self-Running AI Agents Burn More Tokens, Not Fewer](https://getunblocked.com/blog/agent-auto-loop-token-cost/) _(2026-06-10T08:00:00Z)_
- [Model Routing for Coding Agents: When Cheaper Models Save Money (and When They Cost More)](https://getunblocked.com/blog/model-routing-coding-agents/) _(2026-06-09T08:00:00Z)_
- [AI Tokenomics: How to Measure and Control What AI Coding Tools Actually Cost](https://getunblocked.com/blog/ai-tokenomics-cost-framework/) _(2026-06-08T08:00:00Z)_
- [How to Measure the ROI of AI Coding Tools (When Fewer Than 1 in 5 Teams Do)](https://getunblocked.com/blog/measure-ai-coding-tool-roi/) _(2026-06-05T08:00:00Z)_
- [DORA Metrics in the AI Era: Necessary but No Longer Sufficient](https://getunblocked.com/blog/dora-metrics-ai-era/) _(2026-06-04T08:00:00Z)_
- [Context-Adjusted Productivity: Measuring What AI Actually Ships in Large Codebases](https://getunblocked.com/blog/context-adjusted-productivity/) _(2026-06-03T08:00:00Z)_
- [The AI Productivity Paradox: Why Your Devs Feel Faster but Ship the Same](https://getunblocked.com/blog/ai-productivity-paradox/) _(2026-06-02T08:00:00Z)_
- [How to Measure AI Productivity: The 2026 Framework for Engineering Leaders](https://getunblocked.com/blog/how-to-measure-ai-productivity/) _(2026-06-01T08:00:00Z)_
- [How to Scale from One Agent to Parallel Agents Without Losing Quality](https://getunblocked.com/blog/scale-parallel-ai-agents/) _(2026-05-29T08:00:00Z)_
- [How to Build a Context Layer for Your Engineering Org](https://getunblocked.com/blog/build-context-layer-engineering/) _(2026-05-26T10:00:00Z)_
- [The Context Infrastructure Stack: A CTO's Guide](https://getunblocked.com/blog/context-infrastructure-stack-guide/) _(2026-05-26T08:00:00Z)_
- [How Many MCP Servers Is Too Many? The Tool Overload Problem](https://getunblocked.com/blog/mcp-tool-overload/) _(2026-05-16T08:00:00Z)_
- [Unblocked vs Glean vs Augment: Which Is Right for Your Engineering Team?](https://getunblocked.com/blog/unblocked-vs-glean-vs-augment/) _(2026-05-16T08:00:00Z)_
- [The 55,000-Token Problem With the GitHub MCP Server (and 4 Fixes)](https://getunblocked.com/blog/github-mcp-token-cost/) _(2026-05-15T15:00:00.000Z)_
- [The Context Layer: What It Is and Why Every AI Agent Needs One](https://getunblocked.com/blog/context-layer-ai-agents/) _(2026-05-15T13:00:00.000Z)_
- [Why Your AI Coding Agent Keeps Forgetting Your Codebase](https://getunblocked.com/blog/claude-code-forgets-codebase/) _(2026-05-14T15:00:00.000Z)_
- [Where Your MCP Token Budget Actually Goes: A 2026 Autopsy](https://getunblocked.com/blog/mcp-token-budget-autopsy/) _(2026-05-14T13:00:00.000Z)_
- [Why Claude Code Keeps Reinventing Your Team's Rejected Approaches](https://getunblocked.com/blog/claude-code-institutional-memory/) _(2026-05-02)_
- [Claude Code Context Rot: Why Accuracy Drops at 200K Tokens](https://getunblocked.com/blog/context-rot-claude-code/) _(2026-05-02)_
- [Three Hard Lessons from Building Context at Scale](https://getunblocked.com/blog/three-hard-lessons-context-scale/) _(2026-05-01T08:00:00Z)_
- [The AI Coding Tool ROI Reckoning: When Finance Starts Reconciling Spend with Output](https://getunblocked.com/blog/ai-coding-tool-roi-reckoning/) _(2026-04-30T08:00:00Z)_
- [Context Engine vs Search Layer vs Orchestration Layer: The Real Split](https://getunblocked.com/blog/context-engine-vs-search-vs-orchestration/) _(2026-04-30T08:00:00Z)_
- [The 8 Levels of Agentic Engineering: An AI Maturity Model for Engineering Teams](https://getunblocked.com/blog/8-levels-of-agentic-engineering/) _(2026-04-29T08:00:00Z)_
- [The next era of Unblocked: context for agents](https://getunblocked.com/blog/unblocked-context-engine-for-agents/) _(2026-04-28T13:51:00.000Z)_
- [The 5 Criteria That Define a Context Engine (And Which Tools Meet Them)](https://getunblocked.com/blog/context-engine-criteria-rubric/) _(2026-04-28T08:00:00Z)_
- [How a Context Engine Actually Works: An Architecture Deep Dive](https://getunblocked.com/blog/how-a-context-engine-actually-works-and-why-you-need-to-care-now/) _(2026-04-23T12:00:00Z)_
- [When to Use MCP vs CLI for AI Agent Tools (2026 Decision Guide)](https://getunblocked.com/blog/when-to-use-mcp-vs-cli/) _(2026-04-22T20:00:00Z)_
- [Context Engineering: The Complete Guide for Engineering Leaders](https://getunblocked.com/blog/context-engineering-guide/) _(2026-04-21T12:00:00Z)_
- [What Is a Context Engine? A Complete Guide for Engineering Teams](https://getunblocked.com/blog/what-is-a-context-engine/) _(2026-04-20T12:00:00Z)_
- [Your Agents Aren't in 50 First Dates. They're in Memento.](https://getunblocked.com/blog/50-first-dates-memento/) _(2026-04-17T16:07:00.000Z)_
- [As questions get more complex, Unblocked expands to meet them](https://getunblocked.com/blog/as-questions-get-more-complex-unblocked-expands-to-meet-them/) _(2026-04-01T21:38:39.000Z)_
- [Finally, everyone is talking about context](https://getunblocked.com/blog/context-aware-dev-tools-arent-quite-there-yet/) _(2026-03-02T20:32:26.000Z)_
- [Calculating ROI on Unblocked](https://getunblocked.com/blog/roi-calculator/) _(2025-11-25T23:08:52.000Z)_
- [Context Engineering: Why LLMs need more than prompts and MCP servers](https://getunblocked.com/blog/context-engineering/) _(2025-10-23T18:52:20.000Z)_
- [I thought transparency would help teams learn faster...I was wrong](https://getunblocked.com/blog/i-was-wrong-about-transparency/) _(2025-10-23T18:52:20.000Z)_
- [“Fake it till you make it” does not work for Developer Tools](https://getunblocked.com/blog/no-faking-dev-tools/) _(2025-10-23T18:52:20.000Z)_
- [Introducing Audit Logs](https://getunblocked.com/blog/audit-logs/) _(2025-09-29T19:59:41.000Z)_
- [Attaching Files to Your Questions](https://getunblocked.com/blog/file-uploads/) _(2025-09-29T19:59:41.000Z)_
- [Introducing the Unblocked Answers API for Custom Workflows](https://getunblocked.com/blog/answers-api/) _(2025-07-31T14:52:20.000Z)_
- [Introducing Unblocked MCP Server (Beta)](https://getunblocked.com/blog/mcp-beta/) _(2025-07-29T22:08:33.000Z)_
- [New in Unblocked: Data Source Presets, Automated CI Triage, Public API & More](https://getunblocked.com/blog/unblocked-updates-2025-apr-2/) _(2025-07-29T22:08:33.000Z)_
- [Introducing PR Failure Agent](https://getunblocked.com/blog/pr-failure-agent/) _(2025-07-10T17:45:12.000Z)_
- [Get Answers From Your Asana Projects](https://getunblocked.com/blog/asana/) _(2025-06-25T17:04:51.000Z)_
- [New in Unblocked: PR Failure Agent, Unblocked MCP Server (beta) & Asana Integration](https://getunblocked.com/blog/unblocked-updates-2025-jun-25/) _(2025-06-25T17:04:51.000Z)_
- [Bridging the Code Knowledge Gap: Unblocked’s Series A and the Future of Contextual Code Intelligence](https://getunblocked.com/blog/series-a/) _(2025-05-23T19:19:17.000Z)_
- [Introducing Automated CI Triage: Your New Build Detective (Beta)](https://getunblocked.com/blog/ci/) _(2025-05-06T16:23:46.000Z)_
- [Automate Internal Support With Customized Slack Answers](https://getunblocked.com/blog/customized-slack-answers/) _(2025-05-06T16:23:32.000Z)_
- [Faster responses, better answers about projects and issues, role-based permissions, & more](https://getunblocked.com/blog/unblocked-updates-2024-may-22/) _(2025-04-24T22:29:50.000Z)_
- [A Year of Unblocking Engineering Teams](https://getunblocked.com/blog/beta-learnings/) _(2025-04-24T22:25:50.000Z)_
- [IDE improvements and support for all sized teams](https://getunblocked.com/blog/unblocked-updates-2024-feb/) _(2025-04-24T22:09:18.000Z)_
- [Answers, right at your fingertips, with the new Unblocked macOS app](https://getunblocked.com/blog/unblocked-mac-app-2024-jul/) _(2025-04-24T22:03:28.000Z)_
- [Developers Don’t Need More Docs](https://getunblocked.com/blog/documentation/) _(2025-04-24T22:02:59.000Z)_
- [Introducing Analytics: track Unblocked usage, question ratings, top users, and more](https://getunblocked.com/blog/analytics-dashboard/) _(2025-04-24T21:56:14.000Z)_
- [Permission-aware Answers: Keep Sensitive Information Secure With Data Shield](https://getunblocked.com/blog/data-shield/) _(2025-04-24T21:46:40.000Z)_
- [Your new developer feels like a fraud. It's your onboarding process.](https://getunblocked.com/blog/no-imposter-onboarding/) _(2025-04-24T21:43:04.000Z)_
- [New in Unblocked: Visualizing Your Code with Diagrams + Dark Mode](https://getunblocked.com/blog/diagrams-and-dark-mode/) _(2025-04-24T00:11:22.000Z)_
- [Unblocked + DX - a new partnership for impact](https://getunblocked.com/blog/unblocked-dx-partnership/) _(2024-12-16T22:16:55.000Z)_
- [Customizing Unblocked’s answers](https://getunblocked.com/blog/answer-preferences/) _(2024-12-16T22:16:25.000Z)_
- [Introducing new features that make Unblocked even more helpful in Slack](https://getunblocked.com/blog/slack-dms-and-private-channels/) _(2024-12-16T22:16:19.000Z)_
- [The 12-Line Pull Request That Took 5 Days: A Context Problem](https://getunblocked.com/blog/developer-productivity-is-still-broken/) _(2024-11-26T19:22:01.000Z)_
- [Connecting your code no matter where it lives](https://getunblocked.com/blog/unblocked-updates-2024-sep-20/) _(2024-09-20T21:40:00.000Z)_
- [Unblocked IDE plugins now in the marketplace](https://getunblocked.com/blog/unblocked-updates-2024-apr-02/) _(2024-04-02T22:52:00.000Z)_
- [Support for Google Drive, better answers for PRs and more](https://getunblocked.com/blog/unblocked-updates-2024-feb-28/) _(2024-02-28T22:03:00.000Z)_
- [“Get Unblocked”](https://getunblocked.com/blog/get-unblocked/) _(2023-10-03T21:11:00.000Z)_

## Answers

- [Devin vs Cursor background agents vs Claude Code for taking a ticket through to a merged PR?](https://getunblocked.com/answers/devin-vs-cursor-background-agents-vs-claude-code/) _(2026-11-13T17:00:00Z)_
- [Is there AI for incident investigation and alert triage that knows our code, past incidents and postmortems?](https://getunblocked.com/answers/ai-incident-investigation-that-knows-your-code/) _(2026-11-13T14:00:00Z)_
- [Is an LLM-maintained wiki in git a better fix than a context tool for engineering knowledge?](https://getunblocked.com/answers/llm-maintained-wiki-vs-context-tool/) _(2026-11-12T18:30:00Z)_
- [How do I make sure Claude actually calls the context MCP without every engineer editing their CLAUDE.md?](https://getunblocked.com/answers/make-claude-call-context-mcp-without-editing-claude-md/) _(2026-11-12T15:30:00Z)_
- [Should we rewrite legacy code to be agent-friendly or add a context layer on top of it?](https://getunblocked.com/answers/rewrite-legacy-code-for-agents-or-add-context-layer/) _(2026-11-11T18:30:00Z)_
- [Is there an alternative to CodeRabbit that understands our product decisions and coding standards, not just style?](https://getunblocked.com/answers/coderabbit-alternative-that-knows-product-decisions/) _(2026-11-11T14:00:00Z)_
- [How do I give coding agents the right context from Slack, Jira and Google Docs without dumping everything in?](https://getunblocked.com/answers/coding-agents-right-context-slack-jira-google-docs/) _(2026-11-10T18:30:00Z)_
- [How does an AI tool learn our internal acronyms and jargon instead of using the general meaning?](https://getunblocked.com/answers/teach-ai-internal-acronyms-and-jargon/) _(2026-11-10T15:30:00Z)_
- [AI code review leaves noisy comments because it lacks context. How do I filter to the good ones?](https://getunblocked.com/answers/filter-noisy-ai-code-review-comments/) _(2026-11-09T17:00:00Z)_
- [Glean answers are stale on engineering questions. What alternatives are grounded in current code?](https://getunblocked.com/answers/glean-answers-stale-on-engineering-questions/) _(2026-11-09T14:00:00Z)_
- [What do teams use instead of a homegrown Slack answer bot for engineering questions?](https://getunblocked.com/answers/alternatives-to-homegrown-slack-answer-bot/) _(2026-11-06T18:30:00Z)_
- [Token economics for hundreds of engineers on AI coding tools is killing us. What actually reduces spend?](https://getunblocked.com/answers/reduce-ai-coding-tool-spend-across-engineering-org/) _(2026-11-06T15:30:00Z)_
- [Why buy a context tool instead of building an MCP gateway with GitHub indexing in house?](https://getunblocked.com/answers/mcp-gateway-github-indexing-build-or-buy/) _(2026-11-05T18:30:00Z)_
- [How do we keep rules files in sync across 250 repos without opening 250 PRs for one rule?](https://getunblocked.com/answers/sync-rules-files-across-repos/) _(2026-11-05T15:30:00Z)_
- [Does one context source serving coding agents, support bots and internal Q&A exist?](https://getunblocked.com/answers/one-context-source-for-agents-support-bots-and-qa/) _(2026-11-04T17:00:00Z)_
- [How can product managers find out whether something can be built, or was built before, without a meeting with engineers?](https://getunblocked.com/answers/pm-check-if-it-can-be-built-or-was-built-before/) _(2026-11-04T14:00:00Z)_
- [There is drift between our repos and our documentation and agents cannot tell. What handles this?](https://getunblocked.com/answers/documentation-drift-between-repos-and-docs-for-ai-agents/) _(2026-11-03T18:30:00Z)_
- [MCP tools are eating the whole context window in Claude Code. How do other teams give agents company context?](https://getunblocked.com/answers/mcp-tools-filling-claude-code-context-window/) _(2026-11-03T15:30:00Z)_
- [Can an AI tool tell us which of our docs are outdated or conflicting so we can fix them?](https://getunblocked.com/answers/find-outdated-and-conflicting-docs-with-ai/) _(2026-11-02T17:00:00Z)_
- [A lot of our engineering context lives in Slack. How do I get an AI coding agent to use it?](https://getunblocked.com/answers/get-ai-coding-agent-to-use-slack-context/) _(2026-11-02T14:00:00Z)_
- [How do we give our in-house background coding agent company context through an API instead of hoping the model calls a tool?](https://getunblocked.com/answers/give-an-in-house-background-coding-agent-company-context-through-an-api/) _(2026-10-30T18:30:00Z)_
- [Agents ignore our CLAUDE.md rules and go straight to the codebase. How do we make context actually stick?](https://getunblocked.com/answers/agents-ignore-claude-md-rules-how-to-make-context-stick/) _(2026-10-30T15:30:00Z)_
- [New hires spend weeks asking questions because we never wrote documentation. Can a bot answer them in Slack?](https://getunblocked.com/answers/can-a-bot-answer-new-hire-questions-in-slack-without-documentation/) _(2026-10-29T18:30:00Z)_
- [We burn through our monthly Claude Code and Cursor token limits in days. How do we cut agent token usage?](https://getunblocked.com/answers/cut-agent-token-usage-claude-code-and-cursor-limits/) _(2026-10-29T14:00:00Z)_
- [Is there a tool that lets support and sales ask how the product works and get answers from code and Slack without GitHub access?](https://getunblocked.com/answers/support-and-sales-ask-how-the-product-works-without-github-access/) _(2026-10-28T18:30:00Z)_
- [Is Glean good enough for codebase and engineering questions?](https://getunblocked.com/answers/is-glean-good-enough-for-codebase-and-engineering-questions/) _(2026-10-28T14:00:00Z)_
- [Should we build or buy a context layer for our AI coding agents?](https://getunblocked.com/answers/build-or-buy-context-layer-for-ai-coding-agents/) _(2026-10-27T17:00:00Z)_
- [Our wiki says one thing and the code does another. Which does an AI agent believe?](https://getunblocked.com/answers/wiki-says-one-thing-code-does-another-which-does-ai-believe/) _(2026-10-27T15:30:00Z)_
- [Everyone on the team connects their own MCP servers and context is not centralized. What fixes this?](https://getunblocked.com/answers/everyone-connects-their-own-mcp-servers/) _(2026-10-26T18:30:00.000Z)_
- [Our engineering knowledge is spread across Slack, Confluence, Jira and GitHub. How do we give AI one place to pull context from?](https://getunblocked.com/answers/give-ai-one-place-to-pull-engineering-context/) _(2026-10-26T14:00:00.000Z)_