AI Initiative logoAI Initiative
Reading room / Manthan

Research

Research. Covers What's here; How this relates to the rest of the repo; Promotion path.

Research roadmap / speculative theory
This is the retained source text, not a new validation of its claims. Numerical results and comparative claims require the accompanying source review before public reuse.

Read the connected case study or article →

Not explicitly stated in source · Date not established

Provenance, authorship and editorial notes

Research

Id

manthan-research-readme

Project

Manthan

Source path

manthan/research/README.md

Source sha256

81d574678e7625767122978aa1b15e9480868bfdc70073eb6a40afd3b4ee2ec5

Local copy sha256

81d574678e7625767122978aa1b15e9480868bfdc70073eb6a40afd3b4ee2ec5

Repo head

3a94084024a3434cef331fecac91c2c3b43f0313

Date
Not recorded
Date basis

Original publication date not established; Git revision date retained separately.

Author

Not explicitly stated in source

Author basis

Unknown; Git committer not substituted for document author.

Last source commit

8b75d1b0157c20a0a463f0e31008ef9f73099beb

Last source commit date

2026-06-08T07:40:14Z

Document status

Research roadmap / speculative theory

Summary

Research. Covers What's here; How this relates to the rest of the repo; Promotion path.

Topics
  • Research direction
  • What's here
  • How this relates to the rest of the repo
  • Promotion path
Theme

Research direction

Priority

context

Related ids
  • manthan-research-herald-research-roadmap
Evidence concerns
  • Recovered source text is preserved verbatim. Assertions, comparisons, commands and results belong to its original context; they were not re-executed or externally re-verified during this corpus review.
  • Research/design document, not proof of deployed capability, peer review, novelty or improved outcomes. External citations and dated maturity claims need independent verification before public reuse.
Word count

338

Bytes

2513

Source relative

research/README.md

Remote mirror

manthan/research/README.md

Full text preserved

True

Research

Forward-looking research notes, applied roadmaps, and substrate
blueprints. Active research, preserved as first-class. These inform
what the engineering work in herald-protocol/ and services/ is
heading toward; they are not historical artefacts.

What's here

Eleven topic areas (ZK provenance, Patina scoring, agent middleware,
Sybil resistance, audit-log gossip, model-identity hashing, human
approval flow, vendor strategy, bestiary, trace UX, time/receipts).
This is where engineering questions go to be sharpened before becoming
protocol or product work.

named workstreams: @herald/core reference library, MCP middleware
for signed tool calls, the Patina Engine, the Sarah Injector. Closer
to "what gets built next" than HERALD_RESEARCH_ROADMAP.md.

substrate sketch. Stellar-scale compute, time-dilation traces, the
Singular Sigil. Speculative; useful as an upper bound on what the
trust substrate might mean.

How this relates to the rest of the repo

"Entropy Seeds") that this research uses without re-defining.

current protocol shape; research items here propose extensions to it.

some research items inform their next iteration.

scheduled engineering work, it shows up there as a T- or D- ticket.

by ticket. These often originate as questions raised here.

Promotion path

Research item → engineering work goes through three steps:

1. Idea lives here; the doc captures the question and the candidate
shapes of the answer.
2. The operator (or an agent under the operator's authority) decides to
pursue it; a T-NNN finding is opened.
3. When findings converge, the work moves into the platform as a D-NNN
tracker entry under MANTHAN_PLATFORM_TRACKER.md.

If you have a new research item, add it here as a new .md file with a
header summarising the question, the constraints, and the open
sub-questions. Don't try to answer it in the same pass.

Continue exploring