# Holoprose

Holoprose delivers **skepticism on demand**—an automated first-pass reviewer that spots weak logic, fuzzy language, and ambiguous code long before human eyes have to.

## About

### Why we exist

Most projects grind forward with blind spots: self-confirmation bias, time-pressed teammates, and no fresh eyes for every draft. Those gaps turn into costly rewrites, buggy launches, and unconvincing pitches.

### What we do

Powered by large-language models trained on diverse reasoning patterns, Holoprose runs targeted critique workflows—whether that’s a GPT system prompt, a transformer attention block, or an inspirational essay. Each workflow flags hidden assumptions, contradicting instructions, vague phrasing, and shaky claims, then suggests sharper alternatives.

### How we help

- Raise baseline quality. Ship clearer, sturdier work by default.
- Save reviewer bandwidth. Humans focus on substance, not obvious fixes.
- Accelerate iteration. Instant feedback loops mean faster learning cycles.

Holoprose is systematic, comprehensive, brutally honest, and available 24/7. It doesn’t replace human judgment—it fortifies it by catching issues early and framing better questions for the people who follow.

## Pages

* [Homepage](https://holoprose.com)
* [Sign In](https://holoprose.com/sign-in)
* [Sign Up](https://holoprose.com/sign-up)

## Demos

These demos walk from nuts-and-bolts code to broad conceptual essays, showing how Holoprose’s "skepticism on demand" adapts at every layer.

- **Code snippet** – [Llama Attention Implementation](https://holoprose.com/content/llama-attention)
  Transformer-attention block with RoPE and caching; Holoprose flagged missing context, unclear parameters, and debatable design choices (e.g., softmax, no bias).

- **Analysis-oriented GPT template** – [Data Analysis Prompt](https://holoprose.com/content/data-analysis-prompt)
  Offline Python sandbox demo; Holoprose highlighted missing context, unsubstantiated image-input claim, and security/privacy questions.

- **Prompt-engineering playground** – [GPT Builder Prompt](https://holoprose.com/content/gpt-builder-prompt)
  Iterative spec for shaping new GPTs; Holoprose noted repeated directives, internal contradictions, ambiguous wording, and focus drift.

- **Domain GPT (laundry care)** – [Laundry Buddy Prompt](https://holoprose.com/content/laundry-buddy-prompt)
  Consumer-style helper showcasing tool wiring; Holoprose questioned unclear identity claims, recipe/lyrics caveats, and image-capability ambiguity.

- **Product pitch copy** – [Hello World](https://holoprose.com/content/hello-world)
  Baseline elevator pitch for Holoprose itself; feedback said it’s too vague and evidence-light.

- **Motivational mini-essay** – [Intergalactic Planetary](https://holoprose.com/content/intergalactic-planetary)
  Call to pursue space colonization; Holoprose called out unsupported assertions, vague metaphors, and false dichotomies.

- **Philosophical reflection** – [Map vs Territory](https://holoprose.com/content/map-vs-territory)
  Thoughts on language–reality mismatch; Holoprose pointed to ambiguous claims, missing examples, and unsupported generalizations.