PoC Development Workflow

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From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-11.)

PoC Development Workflow has 34 facts recorded in Dontopedia across 7 references, with 8 live disagreements.

34 facts·12 predicates·7 sources·8 in dispute

Mostly:rdf:type(7), phase(6), ex:includes step(3)

Inbound mentions (6)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`hasContext`Has Context(2)

Token Savings Without Skillex:token-savings-without-skill
Token Savings With Skillex:token-savings-with-skill

`ex:hasKnowledgeOf`Ex:has Knowledge of(1)

User:xenonfundiscord:user:xenonfun

`formsWorkflow`Forms Workflow(1)

Proof of Concept Development Sectionex:proof-of-concept-development-section

`partOf`Part of(1)

Security Checksex:security-checks

`relevantFor`Relevant for(1)

AI Sdk Ui Skillex:ai-sdk-ui-skill

Other facts (33)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

33 facts

Predicate	Value	Ref
Rdf:type	Workflow	[1]
Rdf:type	Process	[1]
Rdf:type	Context	[2]
Rdf:type	Collaborative Process	[3]
Rdf:type	Workflow	[4]
Rdf:type	Engineering Process	[5]
Rdf:type	Process Workflow	[6]
Phase	Suggestion Phase	[3]
Phase	Validation Phase	[3]
Phase	Clarification Phase	[3]
Phase	Model Testing	[5]
Phase	Model Debugging	[5]
Phase	Hyperparameter Tuning	[5]
Ex:includes Step	Implementation	[1]
Ex:includes Step	Build Verify	[1]
Ex:includes Step	Adversarial Review	[1]
Ex:has Step	Implementation	[1]
Ex:has Step	Build Verify	[1]
Ex:has Step	Adversarial Review	[1]
Includes	Step 1	[4]
Includes	Step 2	[4]
Includes	Step 3	[4]
Has Phase	Report Metrics Clearly	[6]
Has Phase	Iterate and Improve	[6]
Has Phase	Document Findings	[6]
Ex:has Quality Gate	Build Verify	[1]
Ex:has Quality Gate	Adversarial Review	[1]
Participant	Assistant	[3]
Participant	User	[3]
Ex:produces	Release Candidate	[1]
Ex:has Step Count	3	[1]
Ex:is Sequential	true	[1]
Order	evaluate-then-finetune	[7]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

34 undated

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typeclaims/session/discord:1349727923434815519:1462240469864943626

ex:Workflow

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includesStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:implementation

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includesStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:build-verify

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includesStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:adversarial-review

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producesclaims/session/discord:1349727923434815519:1462240469864943626

ex:release-candidate

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typeclaims/session/discord:1349727923434815519:1462240469864943626

ex:Process

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hasStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:implementation

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hasStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:build-verify

—

hasStepclaims/session/discord:1349727923434815519:1462240469864943626

ex:adversarial-review

—

hasStepCountclaims/session/discord:1349727923434815519:1462240469864943626

—

isSequentialclaims/session/discord:1349727923434815519:1462240469864943626

true

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hasQualityGateclaims/session/discord:1349727923434815519:1462240469864943626

ex:build-verify

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hasQualityGateclaims/session/discord:1349727923434815519:1462240469864943626

ex:adversarial-review

—

typeblah/agents/1

ex:Context

—

typebeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:CollaborativeProcess

—

participantbeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:assistant

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participantbeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:user

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phasebeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:suggestion-phase

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phasebeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:validation-phase

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phasebeam/1ad56532-7adf-469d-a7e3-69bfb4da70af

ex:clarification-phase

—

typebeam/cce35efe-b006-48fb-a761-89a9993f80e7

ex:Workflow

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includesbeam/cce35efe-b006-48fb-a761-89a9993f80e7

ex:step-1

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includesbeam/cce35efe-b006-48fb-a761-89a9993f80e7

ex:step-2

—

includesbeam/cce35efe-b006-48fb-a761-89a9993f80e7

ex:step-3

—

typebeam/f300c1bf-ac29-4736-b46a-eca6bf7c9f85

ex:EngineeringProcess

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phasebeam/f300c1bf-ac29-4736-b46a-eca6bf7c9f85

ex:model-testing

—

phasebeam/f300c1bf-ac29-4736-b46a-eca6bf7c9f85

ex:model-debugging

—

phasebeam/f300c1bf-ac29-4736-b46a-eca6bf7c9f85

ex:hyperparameter-tuning

—

typebeam/190a3dc8-efc2-42db-aad3-c2639b09ea24

ex:ProcessWorkflow

—

labelbeam/190a3dc8-efc2-42db-aad3-c2639b09ea24

PoC Development Workflow

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hasPhasebeam/190a3dc8-efc2-42db-aad3-c2639b09ea24

ex:report-metrics-clearly

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hasPhasebeam/190a3dc8-efc2-42db-aad3-c2639b09ea24

ex:iterate-and-improve

—

hasPhasebeam/190a3dc8-efc2-42db-aad3-c2639b09ea24

ex:document-findings

—

orderbeam/e8aa5db9-3e5f-4e4b-b042-f2179d9b2b8f

evaluate-then-finetune

References (7)

7 references

[1]Discord:1349727923434815519:146224046986494362613 facts
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  xenonfun in #safiersemantics: images page starting.…
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  xenonfun in #safiersemantics: (no text — image attachment only)…
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  xenonfun in #safiersemantics: well perhaps this is messy for sure. wish I just had bigger disk. stupid acer was $200 more with 4tb recently...…
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  xenonfun in #safiersemantics: well that was kinda impressive, NFS wedged (Again). found root source, NFS server was set to auto idle (WTF?) at least the NIC wasn't core issue, so that is good. restarted NFS and claude came back to life.…
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  xenonfun in #safiersemantics: failing faster now.…
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  xenonfun in #safiersemantics: (no text — image attachment only)…
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  xenonfun in #safiersemantics: ✶ Propagating… (8m 35s · ↓ 28.4k tokens) ⎿ ◻ Manual-invoke image builds as CI jobs + UI single-job trigger ◻ [LARGER] Publish named images to uranus OCI feed + k3s pulls from there (retire --local)…
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  xenonfun in #safiersemantics: will get docker images as well some UI exposure. as it is also hosting its own images, or will be again shortly.…
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  xenonfun in #safiersemantics: looks like shit but guess it counts, don't think I ever actually published package and viewed.…
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  xenonfun in #safiersemantics: I really need to split build up for bigger projects: perhaps publish and pull the crates (which then are all sccached), would probably improve build cycle times as a lot of them don't get touched in a feature u…
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  xenonfun in #safiersemantics: tags now too…
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  xenonfun in #safiersemantics: better luck next-time…
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  xenonfun in #safiersemantics: self release time, again.…
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  xenonfun in #safiersemantics: crates are coming back. getting orleans-rust-client fixed up so will do whole publish .…
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  xenonfun in #safiersemantics: ● The OCI restoration Understand workflow (wmb8i3k3n) is running — read-only mapping of the registry impl, the prior working publish flow (from git history), the DGX-era change, and exposure, then a restorati…
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  xenonfun in #safiersemantics: okay now its gotta rediscover we already build a whole OCI endpoint its gotta start using it again.…
[2]11 fact
ctx:discord/blah/agents/1
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  [2026-02-07 04:19] traves_theberge: https://x.com/tomcrawshaw01/status/2019778646043758957?s=46 [2026-02-07 04:22] traves_theberge: https://github.com/VoltAgent/awesome-claude-code-subagents [2026-02-07 05:54] lisamegawatts: subagents are n…
[3]1ad56532 7adf 469d A7e3 69bfb4da70af6 facts
ctx:claims/beam/1ad56532-7adf-469d-a7e3-69bfb4da70af
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  text/plain977 Bdoc:beam/1ad56532-7adf-469d-a7e3-69bfb4da70af
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  Here's an example of the output: ``` 2023-10-05 12:00:00,000 - INFO - Started processing 1200000 documents at 2023-10-05 12:00:00 2023-10-05 12:00:00,001 - INFO - Processed 400000 out of 1200000 documents 2023-10-05 12:00:00,002 - INFO - P…
[4]Cce35efe B006 48fb A761 89a9993f80e74 facts
ctx:claims/beam/cce35efe-b006-48fb-a761-89a9993f80e7
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  - Modified the `hybrid_ranking` function to compute hybrid scores and then call `log_score_mismatches` to log any mismatches. 3. **Testing**: - Tested the logging changes with example data to ensure logs are generated correctly. ###…
[5]F300c1bf Ac29 4736 B46a Eca6bf7c9f854 facts
ctx:claims/beam/f300c1bf-ac29-4736-b46a-eca6bf7c9f85
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  ### Step-by-Step Implementation 1. **Define the Modules**: - Define the `ComplexityScoringModule` and `ResizingModule` as separate classes. 2. **Initialize and Move to GPU**: - Initialize the modules and move them to the GPU if avai…
[6]190a3dc8 Efc2 42db Aad3 C2639b09ea245 facts
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  - The metrics are formatted to four decimal places and reported as percentages. ### Proof of Concept Development When developing a proof of concept, it's essential to: 1. **Report Metrics Clearly**: Ensure that all relevant metrics ar…
[7]E8aa5db9 3e5f 4e4b B042 F2179d9b2b8f1 fact
ctx:claims/beam/e8aa5db9-3e5f-4e4b-b042-f2179d9b2b8f

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PoC Development Workflow

Inbound mentions (6)

hasContextHas Context(2)

ex:hasKnowledgeOfEx:has Knowledge of(1)

formsWorkflowForms Workflow(1)

partOfPart of(1)

relevantForRelevant for(1)

Other facts (33)

Timeline

References (7)

See also

Keep researching

`hasContext`Has Context(2)

`ex:hasKnowledgeOf`Ex:has Knowledge of(1)

`formsWorkflow`Forms Workflow(1)

`partOf`Part of(1)

`relevantFor`Relevant for(1)