Why Data Quality is Becoming More Important Than Model Size in Modern AI Systems
For years, progress in artificial intelligence was closely tied to scaling laws, where increasing model size, dataset size, and compute power led to c…
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Real-Time Anomaly Detection Engine for a Cloud Storage Platform
I built a Python daemon that watches incoming HTTP traffic in real time, learns what "normal" looks like, and automatically blocks attackers using Lin…
We Built Multica to Make Multi-Agent AI Useful for Real Workflows
AI is getting better fast, but the way most people use it still feels fragmented. You open one chat, try one prompt, get one answer, and then start ov…
I compared 4 Chinese AI models against GPT-4o and Claude — the price gap is absurd (2026)
While OpenAI and Anthropic dominate English-language AI discourse, Chinese AI labs have been shipping cutting-edge models at a fraction of the price. …
The Sous Chef Who Guesses in Batches
When Waiting Becomes the Problem You are sitting in a restaurant, watching the kitchen through a pass-through window. The head chef — meticulous, auth…
Develop a Pure PHP Face Recognition Application
Face recognition isn’t just for Python or complex AI stacks anymore. You can now implement it in PHP to create efficient web-based solutions for atten…
Coordination Strategies in Multi-Agent Environments
Multi-agent environments are at the core of many modern intelligent systems, ranging from distributed robotics and autonomous vehicles to large-scale …
A Unified View of AI Evolution: From Machine Learning to LLMs, RAG, and Fine-Tuning
Artificial Intelligence has progressed far beyond its early rule-based origins. What once depended on predefined logic has evolved into systems that c…
TradingAgents v0.2.4: A Multi-Agent LLM Framework That Simulates an Entire Trading Firm
TL;DR UCLA Tauric Research released TradingAgents v0.2.4 (2026-04-25) — a LangGraph-based multi-agent LLM framework that mimics a real trading firm wi…
ML acceleration guide: TPUs vs GPUs
There’s a lot of hype around GPUs and NVIDIA, but how much do you know about TPUs? Article includes code examples you can find near the end Rise of GP…
Token Budget Negotiator
Everyone knows long prompts cost money. Almost nobody knows which parts of their prompt actually matter. Prompts accumulate over time, a system messag…
Aximo - offline-first STT API
Finally got Aximo running publicly on Hugging Face Spaces — local CPU speech-to-text API with Swagger microphone recording, powered by Parakeet v3. De…
Chapter 8: RMS Normalisation and Residual Connections
What You'll Build Two architectural patterns that make deep networks trainable: RMSNorm (keeps activations from exploding or vanishing) and residual c…
Why AI Product Design Is Becoming Infrastructure
Execution-Layer Products and the shift from screens to systems. Why AI Product Design Is Becoming Infrastructure Execution-Layer Products and the shif…
When Not to Use AI: A Contrarian Framework for Enterprise Leaders
A lot of enterprise writing in 2026 is about where to add AI. Less of it is about where to refuse. That imbalance produces a specific failure pattern:…
The Swiss Army Knife That Actually Works: How AI Learned to Think and Draw at the Same Time
Picture a talented friend who can do something most people cannot: hold a genuine conversation about a painting while simultaneously sketching it from…
How to Choose the Right GPU for Local LLMs (Without Wasting Money)
How to Choose the Right GPU for Local LLMs (Without Wasting Money) TL;DR: Most people overspend on GPUs for local LLMs. If you match model size ↔ VRAM…
Building HyFD: How We Used MongoDB to Store and Analyse Production ML Failure Logs
By @sourab_reddy_ @siddardha796 @bvishnu_2509 @giridhar_58 — developed under the guidance of @chanda_rajkumar The Problem That Started Everything Here…
Who’s Accountable When AI Gets It Wrong?
Originally published at https://blog.akshatuniyal.com . A plain-language guide to Responsible AI — and why it matters more than most people realise Pi…
How We Built AuditHawk with Django & MongoDB to Automate SME Auditing
Team Members @manaswini_k_f89ce497b2a92 @chandan_rohith @phani_jayanth @puneeth-0307 Introduction With the rise of digital payments and online banking…
One Platform to Call, Deploy, and Fine-tune Every AI Model You Need
Today’s AI development is a logistical nightmare. The Developer Team always has to integrate with different model providers—each with its own API keys…
AI Lip Sync Is Insane Now — And It's Free
I still remember the first time I fed a random portrait into an AI lip sync tool and watched it come to life with perfect audio sync—it was like witne…
Searching Billions in Seconds: How HNSW Solved the Scale Problem
We have a massive problem with how computers find things. If you have a few hundred photos on your phone, you can find one instantly, but trying to fi…
What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment)
What If You Compressed Your Prompts Into Chinese Emoji? (A Token-Saving Thought Experiment) Or: what happens when a frustrated developer thinks too ha…
How to Avoid License Violations When Publishing Derivative AI Models
So you fine-tuned a model, ran some abliteration passes, maybe merged a few LoRAs together, and now you want to publish it. Cool. But did you check th…
Chapter 7: The Training Loop and Adam Optimiser
What You'll Build A complete training loop that processes documents, computes loss, backpropagates gradients, and updates parameters using the Adam op…
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered
Fine-tuning Chatterbox on a Low-Resource Language: 7 Things That Mattered Resemble AI's Chatterbox Multilingual TTS is one of the few SOTA open-source…
AI Tools Ranked (Best to Worst) by Real-World Impact
AI Tools Ranked (Best to Worst) by Real-World Impact There are hundreds of AI tools available today. Most demos look impressive. Very few actually del…
TrustShield AI: Multi-Layer Phishing Detection Framework Using Machine Learning
description: "Learn how TrustShield AI combines machine learning, URL intelligence, and real-time threat monitoring to detect sophisticated phishing a…
When my RL agent started writing about Star Wars instead of fixing servers
A Sunday-morning postmortem on teaching a 3B model to do enterprise IT triage with GRPO. It's 1 AM on a Sunday. The Meta × PyTorch OpenEnv Hackathon s…