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📰 Dev.to · Bala Paranj

63 articles · Updated every 3 hours · View all reads

All Articles 92,463Blog Posts 110,488Tech Tutorials 23,238Research Papers 19,242News 14,919 ⚡ AI Lessons
The Harness is Half the Architecture. Here's the Half That's Missing.
Dev.to · Bala Paranj 1w ago
The Harness is Half the Architecture. Here's the Half That's Missing.
Vivek Trivedy's 'Anatomy of an Agent Harness' is the clearest statement of how the industry thinks about AI agents. A NIST mathematical proof just demonstrated
We Analyzed Every Cloud Security Tool Category. They All Have the Same Gap.
Dev.to · Bala Paranj 1w ago
We Analyzed Every Cloud Security Tool Category. They All Have the Same Gap.
CSPM, CNAPP, SIEM, SOAR, IaC scanners, ML detection — we applied TRIZ Function-Failure Analysis to each. The missing function is the same in all six. It's also
Your Resource Tags Are Safety Invariants. You Just Haven't Enforced Them Yet.
Dev.to · Bala Paranj 🔐 Cybersecurity ⚡ AI Lesson 1w ago
Your Resource Tags Are Safety Invariants. You Just Haven't Enforced Them Yet.
Resource tagging is the engineering bridge between human intent and mathematical verification. A tag turns subjective purpose into a state variable that automat
Four Security Problems That Don't Need a Scanner
Dev.to · Bala Paranj 1w ago
Four Security Problems That Don't Need a Scanner
Some cloud security problems are structural, not behavioral. For those, a few lines of declarative constraints outperform thousands of lines of scanner code.
Six Industries That Already Solved Cognitive Debt
Dev.to · Bala Paranj 1w ago
Six Industries That Already Solved Cognitive Debt
Nuclear power, medicine, law, aerospace, military operations, and aviation each faced the same contradiction software is struggling with now. They solved it dec
Fallacies of GenAI Development #8: More AI Agents Means More Productivity
Dev.to · Bala Paranj 2w ago
Fallacies of GenAI Development #8: More AI Agents Means More Productivity
Adding agents without specifications is like adding nodes without protocols. Distributed systems learned this 40 years ago. The coordination mechanisms are the
Fallacies of GenAI Development #3: You Can Verify AI Output With Another AI
Dev.to · Bala Paranj 🛡️ AI Safety & Ethics ⚡ AI Lesson 2w ago
Fallacies of GenAI Development #3: You Can Verify AI Output With Another AI
Guardrails, LLM-as-judge, AI code review — they all share one structural problem. The verifier has the same failure modes as the thing it's verifying. Here's wh
The Industry Needs an Open Reasoning Spec. Seven Papers Explain What Goes In It.
Dev.to · Bala Paranj 3w ago
The Industry Needs an Open Reasoning Spec. Seven Papers Explain What Goes In It.
APIs got a standard format and an ecosystem followed. Properties, contracts, and rationale have no standard. AI generates code at scale without consuming the sp
A 1972 Paper Predicted the AI Coding Crisis. Nobody Listened.
Dev.to · Bala Paranj 3w ago
A 1972 Paper Predicted the AI Coding Crisis. Nobody Listened.
David Parnas proved that human cognitive capacity is the hard bottleneck of software engineering. 53 years later, AI coding agents are proving him right — and h
Google Has 1,000 Platform Engineers Making Security Invisible. You Have Zero. Here's How Agents Close the Gap.
Dev.to · Bala Paranj 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Google Has 1,000 Platform Engineers Making Security Invisible. You Have Zero. Here's How Agents Close the Gap.
Google, Spotify, Netflix built internal platforms that make misconfiguration impossible. It cost them thousands of engineers and years of investment. The next e
Six Domains Already Solved AI's Cognitive Debt Problem. Software Is the Last to Learn.
Dev.to · Bala Paranj 3w ago
Six Domains Already Solved AI's Cognitive Debt Problem. Software Is the Last to Learn.
Nuclear submarines, microprocessor design, aviation, medicine, law, and Google's monorepo each faced the same crisis: systems too complex for humans to understa
Fallacies of GenAI Development #2: If the Output Looks Correct, It Is Correct
Dev.to · Bala Paranj 💻 AI-Assisted Coding ⚡ AI Lesson 3w ago
Fallacies of GenAI Development #2: If the Output Looks Correct, It Is Correct
AI-generated code that compiles, passes tests, and reads well can still be wrong in ways no human will catch by reading it. Plausible is not correct. Here's wha
The Fallacies of GenAI Development
Dev.to · Bala Paranj 3w ago
The Fallacies of GenAI Development
Eight assumptions every team building with AI is making right now. Each one sounds true. Each one leads to an architectural failure. Each one has already been s
Six Contradictions Behind Cognitive Debt in AI Assisted Development
Dev.to · Bala Paranj 3w ago
Six Contradictions Behind Cognitive Debt in AI Assisted Development
Generative AI creates cognitive debt through six structural contradictions. Braking isn't the answer. TRIZ shows how to eliminate the conflicts entirely.
Don't Wrap the LLM. Make Its Failure Modes Unreachable.
Dev.to · Bala Paranj 3w ago
Don't Wrap the LLM. Make Its Failure Modes Unreachable.
Fowler's 9 GenAI patterns wrap a non-deterministic engine with non-deterministic layers. There's another move: change the architecture so the failure mode can't
We Built an MCP Server. Here's Why the CLI Matters More.
Dev.to · Bala Paranj 3w ago
We Built an MCP Server. Here's Why the CLI Matters More.
ThoughtWorks put 'MCP by default' in their Caution ring. We agree — and here's the architectural pattern that makes the decision easy.
$5.4 Billion in Damage. 8.5 Million Machines Down. Three YAML Controls Would Have Prevented It. Here's the Structural Analysis.
Dev.to · Bala Paranj 3w ago
$5.4 Billion in Damage. 8.5 Million Machines Down. Three YAML Controls Would Have Prevented It. Here's the Structural Analysis.
The CrowdStrike July 2024 outage — the largest IT incident in history — wasn't caused by a bug. It was caused by a MISSING INVARIANT. The bug (out-of-bounds mem
Thoughtworks Just Moved LangGraph Out of Adopt. Our Security Tool Was Already Built for What Comes Next.
Dev.to · Bala Paranj 4w ago
Thoughtworks Just Moved LangGraph Out of Adopt. Our Security Tool Was Already Built for What Comes Next.
The Technology Radar's case against LangGraph-as-default is that rigid graphs with massive shared state are hard to reason about, test, and debug — and that sim
The contract is the interface: agent-driven Steampipe Stave in one command
Dev.to · Bala Paranj ☁️ DevOps & Cloud ⚡ AI Lesson 4w ago
The contract is the interface: agent-driven Steampipe Stave in one command
Wiring a new infrastructure source into a security policy engine used to mean writing a custom extractor. We replaced it with a YAML contract per asset type and
The First Agent-Centric Cloud Security Platform — And Why We Didn't Build It That Way On Purpose
Dev.to · Bala Paranj 1mo ago
The First Agent-Centric Cloud Security Platform — And Why We Didn't Build It That Way On Purpose
Every boundary in Stave's pipeline has a machine-verifiable contract. We built them for solo...