MAIC-UI: Making Interactive Courseware with Generative UI

Stale3h agoPending verification refs / 4 sources / Verification pending

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Viability

0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Signal Canvas API Paper Proof Page Open Build Loop Launch Pack Example

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/maic-ui-making-interactive-courseware-with-generative-ui

ready

Proof freshness: fresh
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-29
Score updated: 2026-04-29
Score fresh until: 2026-05-29
References: 0
Source count: 4
Coverage: 67%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

MAIC-UI: Making Interactive Courseware with Generative UI

Canonical ID maic-ui-making-interactive-courseware-with-generative-ui | Route /signal-canvas/maic-ui-making-interactive-courseware-with-generative-ui

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/maic-ui-making-interactive-courseware-with-generative-ui

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "maic-ui-making-interactive-courseware-with-generative-ui",
    "query_text": "Summarize MAIC-UI: Making Interactive Courseware with Generative UI"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MAIC-UI: Making Interactive Courseware with Generative UI",
  "normalized_query": "2604.25806",
  "route": "/signal-canvas/maic-ui-making-interactive-courseware-with-generative-ui",
  "paper_ref": "maic-ui-making-interactive-courseware-with-generative-ui",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: MAIC-UI: Making Interactive Courseware with Generative UI

PDF: https://arxiv.org/pdf/2604.25806v1

Repository: https://github.com/THU-MAIC/MAIC-UI

Source count: 4

Coverage: 67%

Last proof check: 2026-04-29T03:16:07.579Z

Signal Canvas receipt window

Ready for execution: MAIC-UI: Making Interactive Courseware with Generative UI

/buildability/maic-ui-making-interactive-courseware-with-generative-ui

Build Nowready

Subject: MAIC-UI: Making Interactive Courseware with Generative UI

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/maic-ui-making-interactive-courseware-with-generative-ui

Paper ref

maic-ui-making-interactive-courseware-with-generative-ui

arXiv id

2604.25806

Freshness

Generated at

2026-04-29T03:16:07.579Z

Evidence freshness

fresh

Last verification

2026-04-29T03:16:07.579Z

Sources

References

Coverage

67%

Hash state

Lineage hash

7dba67b723b779f967a335e2e860b4a15f63bbd463b9122863bbb7c24dd222f6

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

Missing: references
Missing: proof_status
Unknown: proof verification has not been recorded yet

Pending verification refs / 4 sources / Verification pending

references

proof_status

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Open receipt API receipt Build Loop Paper proof page Proof divergence Divergence API Brier outcomes API

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

MAIC-UI: Making Interactive Courseware with Generative UI

Overall score: 8/10

Lineage: 7dba67b723b7…

Canonical Paper Receipt

Last verification: 2026-04-29T03:16:07.579Z

Freshness: fresh

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

Missingness

- references
- proof_status

Unknowns

- proof verification has not been recorded yet

Preparing verified analysis

GitHub Code Pulse

Cached

Stars

Health

Last commit

4/28/2026

Forks

Open repository

Key claims

Strong 1Mixed 0Weak 0

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

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Related Resources

Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.

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MAIC-UI: Making Interactive Courseware with Generative UI

Use Signal Canvas as the narrative proof surface

Signal Canvas proof surface

MAIC-UI: Making Interactive Courseware with Generative UI

Evidence Receipt

Ready for execution: MAIC-UI: Making Interactive Courseware with Generative UI

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Evidence ids

Freshness

Hash state

Signature state

Blockers

Canonical Paper Receipt

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Key claims

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