The Optimism Engine - Reflect & Assist
I built a structured CBT engine that sits on top of LLMs and enforces cognitive workflow logic before generating responses. Most AI tools in this space are purely conversational. This system instead: Extracts cognitive distortion signals Calibrates emotional intensity Applies rule-based risk-tier logic Separates deterministic detection from generative drafting Enforces tone presets and word caps to avoid generic output It runs in two modes: Reflect → structured self-guided reframing Assist → structured signal extraction + constrained response drafting for coaches/therapists The goal…
The Optimism Engine - Reflect & Assist launched on February 18, 2026 with 3 votes, #3,486 of 16,627 launches that month and more than 50% of that year's launches.
What it does
Research says we have 6,000 - 70,000 thoughts a day. 70 - 80% are negative. 90 - 95% are the same ones on repeat. So I built The Optimism Engine: a straightforward CBT-style tool that lets you face one negative thought at a time. Find the pattern, See the layers. Reframe it. Let it go. One belief/fear at a time. This app also tracks few other things like moods, core beliefs analysis, gratitude journal, session tracker and history. It’s not just therapy, it’s just a way to interrupt the pattern.
In the maker’s words, at launch
I built a structured CBT engine that sits on top of LLMs and enforces cognitive workflow logic before generating responses. Most AI tools in this space are purely conversational. This system instead: Extracts cognitive distortion signals Calibrates emotional intensity Applies rule-based risk-tier logic Separates…
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