#devchallenge#sanitychallenge#sanity#ai
Projection Engine: I Built an AI Agent That Enters a Reasoning World
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Tariq Davis5 min read
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Tariq Davis
Cybersecurity student working in application security. I pull systems apart to see where they break, then write down what actually held. Security, AI, and the attention it takes to do either well.
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Tariq Davis5 min read
#ai#programming#productivity#career
What Working With AI Looks Like When You Stop Fighting It.
Most of what people call "using AI" is a negotiation. You want something, you ask for it, you argue...
Tariq Davis9 min read
#ai#writing#mentalhealth#productivity
Two Ways People Go With AI. Both Are Traps.
A while back I went too deep with AI and almost didn't find my way back. I don't mean I used it too...
Tariq Davis8 min read
#ai#programming#python#machinelearning
Directed Creation: What a 3B Model Can Actually Do to My Files
This started as an abstract way I think about AI. I wanted to manipulate files inside my own local...
Tariq Davis9 min read
#devchallenge#bugsmash#testing#debugging
The code was fine. The green check was lying.
This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. The bug...
Tariq Davis6 min read
#cybersecurity#career#beginners#ai
I Built Three Cybersecurity Products. I Didn't Realize They Were One System Until the Third.
This didn't start as a system. It started as a side hustle. I wanted a business built around the...
Tariq Davis3 min read
#ai#cybersecurity#beginners#security
Your AI Doesn't Know the Difference Between Knowing and Guessing
Your AI Doesn't Know the Difference Between Knowing and Guessing I asked a local model...
Tariq Davis4 min read
#cybersecurity#security#beginners#ai
Your Cybersecurity Report Gets Rejected. It's Not Because the Finding Is Wrong.
Your Cybersecurity Report Gets Rejected. It's Not Because the Finding Is Wrong. The report...
Tariq Davis3 min read
#devchallenge#githubchallenge#ai#writing
I Finally Finished the Tool I Abandoned — Here's What GitHub Copilot Actually Did
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built Most people...
Tariq Davis3 min read
#hermesagentchallenge#devchallenge#agents#ai
I Built a Tool That Shows What Actually Happens When You Let an AI Agent Hunt Your Own Blind Spots
This is a submission for the Hermes Agent Challenge: Write About Hermes Agent The Tool...
Tariq Davis4 min read
#hermesagentchallenge#devchallenge#agents#ai
I Built a Cognitive Threat Hunter on Hermes Agent — It Analyzed the Session Where I Built It and Found Three Blind Spots
This is a submission for the Hermes Agent Challenge: Build With Hermes Agent What I...
Tariq Davis3 min read
#devchallenge#gemmachallenge#gemma#cybersecurity
What Happens When the Breach Happens Somewhere the World Forgot to Defend
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 What Happens When...
Tariq Davis5 min read
#devchallenge#gemmachallenge#gemma#cybersecurity
I Built an IoT Forensic Investigation Simulator Powered by Gemma 4 — Paste Any Incident, Get a Full Case with Evidence, Decisions, and a Forensic Report
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built I...
Tariq Davis4 min read
#cybersecurity#beginners#security#hacking
Most Beginners Approach Bug Bounty Completely Wrong
Bug Bounty Isn’t What You Think It Is By Tariq Davis I’m not a veteran bug bounty...
Tariq Davis3 min readAdvertisement