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AI · alternatives · 2026

IA

24 alternatives to Is AI hijacking your intent? A formal control algorithm to measure it

I’m an independent researcher proposing State Discrepancy, a public-domain metric to quantify how much an AI system changes a user’s intent (“the Ghost”). The goal: replace vague legal and philosophical notions of “manipulation” with a concrete engineering variable. Without clear boundaries, AI faces regulatory fog, social distrust, and the risk of being rejected entirely. Algorithm 1 (on pp.16–17 of the linked white paper) formally defines the metric: 1. D = CalculateDistance(VisualState, LogicalState) 2. IF D < α : optimization (Reduce Update Rate) 3. ELSE IF α ≤ D < β : warning (Apply…

State Discrepancy is a public-domain metric proposed by an independent researcher to quantify how much an AI system alters a user's stated intent. It provides a formal control algorithm with tiered responses—from… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Prices are shown for the 1 we have checked on their own sites, 1 of them free or with a free tier.

  1. 1
    Sup AI▲103

    Hi HN. I'm Ken, a 20-year-old Stanford CS student. I built Sup AI. I started working on this because no single AI model is right all the time, but their errors don’t strongly correlate. In other words, models often make unique mistakes relative to other models. So I run multiple models in parallel and synthesize the outputs by weighting segments based on confidence. Low entropy in the output token probability distributions correlates with accuracy. High entropy is often where hallucinations begin. My dad Scott (AI Research Scientist at TRI) is my research partner on this. He sends me papers…

    Apr 2026 · sup.ai · its alternatives →

  2. 2

    AI copilot for habits and goals

    2023 · intentionalai.app · its alternatives →

  3. 3

    Detects hallucinations (false info) in AI-generated content

    2023 · its alternatives →

  4. 4

    Would you rather be discriminated by an algorithm or human?

    2015 · sciencefriday.com · its alternatives →

  5. 5

    Independent research into state, memory, causality, grounding and intent, translated into verifiable systems.

    Aug 2026 · aletheionagi.com · its alternatives →

  6. 6

    Clock in at LOSS. Begin with a small prediction and help Latent Optimization & Semantic Systems build an increasingly automated future. Your work matters.

    Sep 2026 · workatloss.com · its alternatives →

  7. 7

    We built tooling that connects LLMs directly to case law databases with citation verification to address hallucination in legal AI. Think of it as giving the model access to actual legal sources instead of relying on training data.

    Feb 2026 · openjuris.org · its alternatives →

  8. 8TC

    Hello, I wanted to share with you all a interactive map of the economics and physics constraints of the AI buildout. It has macro drivers, industrial chokepoints, and where that shows up in markets. I've added 393 nodes and 562 edges to capture other supply &#x2F; physics constraints as well. There's no sign up, and no pay wall, it's all free. Please let me know what you think!

    Jun 2026 · atomprophet.io · its alternatives →

  9. 9

    A skill that sets up hierarchical AGENTS.md files so AI agents navigate your codebase like senior engineers.

    Jan 2026 · railly.dev · its alternatives →

  10. 10

    AI agents are proliferating across your org with zero governance. Skills gives you security, visibility, and control over every agent, skill, and MCP server, across every tool and team.

    2021 · sleuth.io · its alternatives →

  11. 11

    Track how AI models feel in everyday use through public community feedback, 7-day experience scores and trends. This is not a capability benchmark.

    Aug 2026 · isaidumber.today · its alternatives →

  12. 12BY

    Hi HN. We launched a free AI Coding Risk Assessment tool to help engineering teams and businesses benchmark the security and compliance posture of their AI coding workflows and policies against peers in the industry. This anonymous 24-question survey delivers: - A 0–100 risk score that measures your AI coding security posture - A live benchmark that compares your AI-assisted development practices with peers - A research-based checklist that identifies improvement areas We're seeing more and more clients signal their concerns about the sudden increase of source code written by AI coding…

    Nov 2025 · its alternatives →

  13. 13

    Contribute to dogtorjonah/context-warp-drive development by creating an account on GitHub.

    Jul 2026 · github.com · its alternatives →

  14. 14AH

    This paper formally defines where current AGI hits a structural wall — not a technical one. It shows that no amount of scaling, reinforcement learning, or recursive optimization will break through three deep epistemological and formal constraints: 1. Semantic Closure — An AI system cannot generate outputs that require meaning beyond its internal frame. 2. Non-Computability of Frame Innovation — New cognitive structures cannot be computed from within an existing one. 3. Statistical Breakdown in Open Worlds — Probabilistic inference collapses in environments with heavy-tailed uncertainty.…

    2025 · its alternatives →

  15. 15

    Your AI has your code's text, never its map. Fix that.

    Jun 2026 · luuuc.github.io · its alternatives →

  16. 16

    What’s missing between data, agents and decisions

    Jan 2026 · sruthipoddutur.substack.com · its alternatives →

  17. 17
    Relevyn▲12

    Track and fix how AI describes your brand

    Jul 2026 · relevyn.com · its alternatives →

  18. 18

    A deterministic coding-agent runtime for repeatable, auditable AI software engineering. - arman-jalili/rigorix-oss

    Jul 2026 · github.com · its alternatives →

  19. 19

    Intent routing for regulated AI agents

    Jun 2026 · automa-labs-ai.polsia.app · its alternatives →

  20. 20

    Stop AI hallucinations and verify your AI-generated text

    2025 · warphaze.com · its alternatives →

  21. 21
    Optimly▲11

    Optimly measures how AI describes your brand against verified ground truth, then does the work to correct it.

    Mar 2026 · optimly.ai · its alternatives →

  22. 22

    Shadow Exposure & eNterprise Surveillance for AI

    Feb 2026 · github.com · its alternatives →

  23. 23

    Real-time guardrails for agentic AI and enterprise workflows

    Jul 2026 · lineation.ai · its alternatives →

  24. 24

    Detect, decipher, and defend against coordinated narratives with PeakMetrics narrative intelligence.

    2018 · civicfeed.com · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →