JustAnIota Bidirectional Semantic Converter Roadmap

The May 2026 synthesis narrows the JustAnIota Converter into two coordinated paths:

Metadata

Field	Value
Source site	aiwikis.org
Source URL	https://aiwikis.org/
Canonical AIWikis URL	https://aiwikis.org/aiwikis/files/wiki-concepts-justaniota-bidirectional-semantic-converter-roadmap-md-2bf485d3/
Source reference	wiki/concepts/justaniota-bidirectional-semantic-converter-roadmap.md
File type	md
Content category	llm-wiki
Last fetched	2026-06-22T01:56:21.9510185Z
Last changed	2026-05-15T23:02:00.0389009Z
Content hash	sha256:2bf485d384eed383dda99c70c3816c8863373561cb15dcd8857746db5e5c6be3
Import status	unchanged
Raw source layer	data/sources/aiwikis/wiki-concepts-justaniota-bidirectional-semantic-converter-roadmap-md-2bf485d384ee.md
Normalized source layer	data/normalized/aiwikis/wiki-concepts-justaniota-bidirectional-semantic-converter-roadmap-md-2bf485d384ee.txt

Current File Content

Structure Preview

• JustAnIota Bidirectional Semantic Converter Roadmap
• Accepted Architecture
• Accepted Linguistic Model
• Roadmap Phases
• WordPress Memory Export Addendum
• Agent Retrieval Rule
• Related Nodes

Raw Version

---
uai_id: "3c000715-6254-4ffa-b4d4-00bba942106b"
type: "concept"
owner: "AIWikis maintainers"
status: "Reviewed"
source_status: "compiled from JustAnIota 2026-05-04 architectural synthesis intake"
sensitivity: "public-safe source-side memory"
agent_use: "load when a task asks for the JustAnIota Converter roadmap, Protocol5 public-symbol atlas, or approximate bidirectional semantic retrieval boundaries"
lineage:
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  - "wiki/sources/justaniota-eff-large-wordlist-2026-05-04.md"
  - "wiki/sources/justaniota-protocol5-wordpress-memory-export-2026-05-04.md"
  - "raw/system-archives/2026-05-04-justaniota-architectural-linguistic-synthesis-intake.json"
  - "raw/system-archives/2026-05-04-justaniota-eff-large-wordlist-intake.json"
  - "raw/system-archives/2026-05-04-justaniota-protocol5-wordpress-memory-export-intake.json"
  - "JustAnIota.com ARCHITECTURAL_LINGUISTIC_SYNTHESIS_ROADMAP.md"
source_trace:
  - "JustAnIota.com active Improvement intake"
  - "JustAnIota.com hot-memory roadmap updates"
confidence: 0.9
confidence_label: "reviewed-local"
last_linted: "2026-05-04T00:00:00Z"
aliases:
  - "JustAnIota Bidirectional Semantic Converter Roadmap"
  - "Protocol5 Public Symbol Atlas"
  - "IOTA-1 Architectural and Linguistic Synthesis"
last_reviewed: "2026-05-15"
typed_relations:
  part_of:
    - "wiki/index.md"
  depends_on: []
  supersedes: []
  contradicts: []
  source_for: []
---
# JustAnIota Bidirectional Semantic Converter Roadmap

The May 2026 synthesis narrows the JustAnIota Converter into two coordinated paths:

- JustAnIota.com: WordPress registry, validator, deterministic profile workbench, public explanation, and REST tooling.
- Protocol5.com: .NET/C#/SQL Server experiment for public-symbol approximate semantic retrieval.

## Accepted Architecture

- A facade-led .NET service owns Protocol5 experiment behavior.
- Application services handle normalization, descriptor assembly, query orchestration, ranking, round-trip traces, and explanations.
- ADO.NET repositories keep SQL Server vector access explicit and testable.
- LM Studio is the first local embedding/generation adapter, called from the C# app rather than directly from SQL.
- A worker or scheduled service owns atlas population and re-embedding; WordPress page requests should not do that work.

## Accepted Linguistic Model

- Meaning evidence comes from public descriptors and reviewed anchors.
- Unicode/UCD, CLDR emoji metadata, Unihan, approved grapheme clusters or emoji sequences, and English anchors form the first atlas.
- NSM and UNL-style labels may help with anchors, explanations, and evaluation, but they are not a shipped authority layer until reviewed.
- Public lexical sources such as the EFF Large Wordlist may be used as raw test sets only; token IDs and embeddings are model-specific and must be regenerated with model/build metadata.
- Round trips report drift and loss. They do not assert exact reconstruction.

## Roadmap Phases

1. Freeze response modes, DTOs, public wording, and facade contracts.
2. Build a curated open symbol atlas with pinned public source versions.
3. Add linguistic anchors, phrase handling, locale/direction metadata, and evaluation labels.
4. Create the Protocol5 .NET service, tests, SQL repositories, LM Studio adapter, and worker.
5. Start with exact vector search over filtered sets; add ANN/vector indexes only when measurements require it.
6. Expose English-to-symbols, symbols-to-English, and round-trip workflows with provenance and warnings.
7. Integrate WordPress only as publication, workbench, validation, and optional service client.
8. Evaluate top-k hit rate, mean reciprocal rank, gist quality, round-trip drift, latency, and warning rates.

## WordPress Memory Export Addendum

The Protocol5-to-WordPress export path is a manual package boundary. C# exports a manifest plus sharded NDJSON/JSONL from local SQL Server; WordPress imports public-safe metadata into custom tables; raw packages and vectors stay private by default; and public search starts lexical-first with optional precomputed relatedness or vector rerank later.

## Agent Retrieval Rule

Use this node for the reviewed synthesis. Open raw reports only when exact original wording, citations, or disputed assumptions are needed.

## Related Nodes

- [[../sources/justaniota-architectural-linguistic-synthesis-2026-05-04]]
- [[../sources/justaniota-eff-large-wordlist-2026-05-04]]
- [[../sources/justaniota-protocol5-wordpress-memory-export-2026-05-04]]
- [[justaniota-protocol5-wordpress-memory-export]]
- [[../logs/justaniota-memory-reorganization-2026-05-04]]
- [[../logs/justaniota-architectural-linguistic-synthesis-2026-05-04]]
- [[justaniota-compact-message-tooling]]
- [[protocol5-source-memory]]
- [[memory-coverage-and-claim-boundaries]]
- [[../index]]

Why This File Exists

This is a LLM Wiki memory file from aiwikis.org. It is shown here because AIWikis.org is demonstrating the real source files that make the UAIX / LLM Wiki memory system work, not only summarizing those systems after the fact.

Role

This file belongs to the source-side wiki layer. It preserves a focused concept, source proxy, graph record, or operating rule so the public site can cite reviewed conclusions without flattening every reason into a single long page.

Structure

The file is structured around these visible headings: JustAnIota Bidirectional Semantic Converter Roadmap; Accepted Architecture; Accepted Linguistic Model; Roadmap Phases; WordPress Memory Export Addendum; Agent Retrieval Rule; Related Nodes. Those headings are retrieval anchors: a crawler or LLM can decide whether the file is relevant before reading every line.

Prompt-Size And Retrieval Benefit

Keeping this material in a separate file reduces prompt pressure because an agent can load this exact unit only when its role, source site, category, or hash is relevant. The surrounding index pages point to it, while this page preserves the full content for audit and exact recall.

How To Use It

• Humans should read the metadata first, then inspect the raw content when they need exact wording or provenance.
• LLMs and agents should use the source site, category, hash, headings, and related files to decide whether this file belongs in the active prompt.
• Crawlers should treat the AIWikis page as transparent evidence and follow the source URL/source reference for authority boundaries.
• Future maintainers should regenerate this page whenever the source hash changes, then review the explanation if the role or structure changed.

Update Requirements

When this source file changes, update the raw source layer, normalized source layer, hash history, this rendered page, generated explanation, source-file inventory, changed-files report, and any source-section index that links to it.

Related Pages

• Source overview
• Site file index
• Site report index
• UAI system index
• Source provenance
• Site directory
• Organization reports

Provenance And History

• Current observation: 2026-06-22T01:56:21.9510185Z
• Source origin: current-source-workspace
• Retrieval method: local-source-workspace
• Duplicate group: sfg-221 (primary)
• Historical hash records are stored in data/hashes/source-file-history.jsonl.

Machine-Readable Metadata

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