📰 Dev.to · Bala Paranj
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⚡ AI Lessons

Dev.to · Bala Paranj
🔐 Cybersecurity
⚡ AI Lesson
21h ago
The Aftermarket She Diagnosed is the Aftermarket She Prescribed
Jen Easterly correctly identified that cybersecurity is an aftermarket for software quality failures. Then she celebrated an AI that makes the aftermarket faste

Dev.to · Bala Paranj
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
The Viability Test Every AI-Dev Architecture Fails
A completeness law — independently confirmed by engineering, cybernetics, and economics — names the five elements any viable system must contain. The current AI

Dev.to · Bala Paranj
2d ago
The Agentic Development Manifesto
We are uncovering better ways of building software with AI agents. Through this work we have come to value certain things over others.

Dev.to · Bala Paranj
3d ago
Cloud Computing is Missing One Component. Everyone Builds the Wrong Five.
Cloud has engines (Lambda, Kubernetes), transmission (CI/CD, IaC), and tools (APIs, admission controllers). What it's missing is the control unit — the part tha

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

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

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

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.

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

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

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

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

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

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

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

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

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

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.

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

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.

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

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

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

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...
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