IntentForge — An intent-first discovery engine. Autonomous, self-healing search technology.
A privacy-first ecosystem with search, browser, download manager, productivity suite, and more.
Latest updates, tutorials, and insights
*“Vector search is memory-hungry. Binary quantization is the answer – but traditional methods lose 15-20% accuracy.”* We cracked asymmetric binary quantization: 48 bytes per document instead of 1,536 bytes, 5× faster queries, and only 3.3% NDCG loss. No GPUs. No terabytes of RAM. Just efficient, accurate search on commodity hardware. Dive into the math, the implementation, and why this makes privacy-first search viable.
“Google knows what you searched for. Your ISP sees every site you visit. IntentForge changes the game.” Most search engines treat privacy as an afterthought. IntentForge was built with Tor integration from day one – routing every query through Snowflake bridges, matching intent instead of keywords, and running on a self-improving binary-quantized index. No logs. No tracking. No manipulation. Just a search engine that respects you. Read how we built a privacy-first search engine on a $20 VPS.
What if AI safety wasn’t about stopping bad behavior—but designing systems that never want to misbehave? RAVANA v2 introduces a homeostatic cognitive architecture where intelligence emerges from constraint, reflection, and adaptive pressure—not raw reward maximization. With its GRACE framework and identity-clamped governance, the system learns from its own corrections, turning failure into alignment. This isn’t just safer AI—it’s a fundamentally different way to build minds.
What if your search engine didn’t track you—but actually understood you? IntentForge reimagines search from the ground up: intent-first ranking instead of keyword guessing, Tor-routed queries instead of surveillance pipelines, and ultra-lightweight semantic indexing powered by binary quantized vectors. No logs. No profiling. Just fast, private, and genuinely relevant results. This isn’t a tweak to search—it’s a complete reset.
