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TECHNOLOGY EVOLUTION

How stories are created?

Two engines, dynamic multi-model architecture

ENGINE 1 · DAILY STORY · 04:00

How a daily story is born

The signal passes seven nodes and six fuses. A published story later becomes the anchor for the second engine.

MEMORYGUARDS · F2–F5kodasas.ltU1 · ORCHESTRATOR04:00 · 05:00DOSSIERU2DUPLICATESearly checkFUTUREdossier checkWRITERU3EDITORU4ENTITIESANACHRONISMSDUPLICATESQUALITYTITLEU5IMAGEU6TRANSLATION+ EN guardU7FINGERPRINTU8WAITINGkodasas.lt/idejosD1
MEMORYGUARDSkodasas.ltU1 · ORCHESTRATOR04:00 · 05:00DOSSIERU2Gemini 3.1 Flash LiteDUPLICATESearly checkFUTUREdossier checkWRITERU3Gemini 3.1 Flash LiteEDITORU4Gemini 3.1 Flash LiteENTITIESANACHRONISMSDUPLICATESQUALITYTITLEU5Gemini 3.1 Flash LiteIMAGEU6Gemini 3.1 Flash ImageTRANSLATION+ EN guardU7Gemini 3.1 Flash LiteFINGERPRINTU8Gemini 3.1 Flash LiteWAITINGkodasas.lt/idejosD1

Last 30 days

Runs33
Published25
of them after an automatic repair12
Stopped by ENTITIES4
Stopped by DUPLICATES4
All node descriptions
  1. DOSSIER U2 · NODE

    A technical dossier in English, 1,800–2,200 words from documented sources. The system avoids topics and people already covered.

    Models in order

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Temperature 0.55

  2. DUPLICATES early check F1 · FUSE · CAN STOP

    The dossier is compared with the fingerprints of published stories. If the topic repeats, a new dossier is created and the matched topic goes onto the avoid list. Up to three dossiers in all; if the third one repeats too, the story is stopped before writing starts.

    Fingerprint of the new text

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Comparison

    • Gemini 3.1 Flash Lite
  3. FUTURE dossier check F2 · FUSE · FUTURE ONLY

    Future era only. The dossier must have a real baseline from the last 6 years and a mature form N years later, and its central object must not be a product today. Checked without AI, from the years and fields stated at the end of the dossier. If it fails, one new dossier is created; if that fails too, the story is stopped.

  4. WRITER U3 · NODE

    A Lithuanian narrative based on the dossier: one of 5 narrator styles, with rhythm, emotion and ending from the story DNA. A specific cause is written only if the dossier states it.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.65–0.80

  5. EDITOR U4 · NODE

    Language fixes only – rhythm, length and facts stay as written. If the editor's text is shorter than 80% or longer than 125% of the writer's text, it is rejected and the writer's text stays. Then cleanup: metric units only and formatting leftovers; repeated phrases are only recorded (the text is not changed). A diversity check compares it with the 8 latest stories of the same era.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.25

  6. ENTITIES F3 · FUSE · CAN STOP

    Real companies and people may appear only in documented events. Checked against the dossier, then by search and a cross-check by several models. A repair is tried first; the story is stopped only if the repair does not help.

    Detection

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Dossier comparison

    • Gemini 3.1 Flash Lite

    Search verification

    • Gemini 3.1 Flash Lite + search
    • Perplexity Sonar
  7. ANACHRONISMS F4 · FUSE · PAST ONLY

    For past-era stories: checks that no technology appears in a scene before it existed. Skipped for other eras.

    Finding technologies

    • Gemini 3.1 Flash Lite
    • gpt-oss-120b (Groq)
    • gpt-oss-20b (Groq)

    Scene period

    • Gemini 3.1 Flash Lite
    • gpt-oss-120b (Groq)

    Invention year with search

    • Gemini 3.1 Flash Lite + search
    • Perplexity Sonar
  8. DUPLICATES F5 · FUSE · CAN STOP

    Final check that the topic does not repeat an already published story. The decision is made 3 times; the story is stopped if at least 2 of 3 consider it a duplicate of the same published story.

    Fingerprint of the new text

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Comparison

    • Gemini 3.1 Flash Lite
  9. QUALITY F6 · FUSE · DOES NOT STOP

    Numbers without a source, internal contradictions, text length. If there are at least 3 numbers without a source or a contradiction, one repair attempt is made with the same architecture; a text that is too short is only flagged. The repair is kept only if the checks really ran, unsupported numbers do not grow, its length is 80–125% of the draft and it passes the fuses; otherwise the draft stays.

    Finding numbers

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)

    Dossier comparison

    • Gemini 3.1 Flash Lite

    Internal consistency

    • Gemini 3.1 Flash Lite
  10. TITLE U5 · NODE

    7 titles are generated in English, the best are selected and translated. Then a check makes sure the title does not contradict the text; if needed, it is rewritten once.

    Generation

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)

    Selection and translation

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.85 / 0.80

  11. IMAGE U6 · NODE

    An illustration made from the final text. Gemini always goes first; if it fails, FLUX Dev, then Cloudflare with a short prompt built from the text's facts. Every prompt opens with the bans: no text, logos, recognizable faces or holograms.

    Models in order

    • Gemini 3.1 Flash Image
    • FLUX Dev (Replicate)
    • FLUX.1 schnell (Cloudflare)
  12. TRANSLATION + EN guard U7 · NODE

    Literary translation into English. The same entity guard checks the English text. If the guard stops the English version, it is not shown and the Lithuanian version stays.

    Text translation

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Title translation

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
  13. FINGERPRINT U8 · NODE · MEMORY

    Topics, people and time period are saved to the database. That is how later nights know what has already been covered, and the duplicate checks have something to compare with.

    Models in order

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Temperature 0.20

  14. OUTPUT D1 · RESULT

    A published story appears at kodasas.lt/idejos and later becomes the second engine's anchor. A stopped story is not published but is kept for review.

ENGINE 2 · TECHNOLOGY EVOLUTION · 05:00

How an evolution saga is born

The signal comes from the first engine: the oldest published story not yet used becomes the anchor. Three eras are written as a relay, and the saga passes the same fuses.

MEMORYGUARDS · F2–F5RELAYkodasas.ltU1 · ORCHESTRATOR05:00ENGINE 1J1 · ANCHORPLANNERU2NEW DOSSIERSU3DUPLICATESearly checkERA RESEARCHU4PASTU5aR1 · BRIDGEPRESENTU5bR2 · BRIDGEFUTUREU5cPOLISHINGU6ENTITIESANACHRONISMSDUPLICATESQUALITYTITLEU7TRANSLATION+ EN guardU8FINGERPRINTS×3U9IMAGES×3U10WAITINGkodasas.lt/evoliucijaD1
MEMORYGUARDSRELAYkodasas.ltU1 · ORCHESTRATOR05:00ENGINE 1J1 · ANCHORPLANNERU2Claude Sonnet 5NEW DOSSIERSU3Gemini 3.1 Flash LiteDUPLICATESearly checkERA RESEARCHU4Gemini 3.1 Flash LitePASTU5aGemini 3.1 Flash LiteR1 · BRIDGEPRESENTU5bGemini 3.1 Flash LiteR2 · BRIDGEFUTUREU5cGemini 3.1 Flash LitePOLISHINGU6Gemini 3.1 Flash LiteENTITIESANACHRONISMSDUPLICATESQUALITYTITLEU7Gemini 3.1 Flash LiteTRANSLATION+ EN guardU8Gemini 3.1 Flash LiteFINGERPRINTS×3U9Gemini 3.1 Flash LiteIMAGES×3U10Gemini 3.1 Flash ImageWAITINGkodasas.lt/evoliucijaD1

Last 30 days

Runs32
Published16
of them after an automatic repair5
Stopped by DUPLICATES (early check)1
Stopped by ENTITIES5
Stopped by ANACHRONISMS1
Stopped by DUPLICATES9
All node descriptions
  1. ENGINE 1 J1 · INPUT · ANCHOR

    The anchor is the oldest published first-engine story not yet used. It stays on the site; it is only marked as used in a saga. Before writing, the anchor and its relatives are compared with published sagas: if the topic is already covered, the story is marked and the next anchor is taken (at most twice a night).

  2. PLANNER U2 · NODE

    Picks the topic area (one of 5, avoiding recently used ones) and the anchor. Claude Sonnet 5 looks for related stories in the other eras: two independent calls with the candidates in a different order. A relative is accepted only if both pick the same one and both scores are at least 6.

    Finding relatives

    • Claude Sonnet 5
  3. NEW DOSSIERS U3 · NODE

    For eras with no related story, a new dossier is written for the night's topic area; the anchor and its relatives get a new dossier on their topic (not the story itself). Past and present get documented history only; invented names and figures from the stories are not carried over.

    Models in order

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)
  4. DUPLICATES early check F1 · FUSE · CAN STOP

    Each new dossier is compared with saga fingerprints. If the topic repeats, a new dossier is written (up to three); if the third repeats too, the saga is stopped before writing starts, the anchor goes back to the queue and the next anchor is taken that night.

    Fingerprint of the new text

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Comparison

    • Gemini 3.1 Flash Lite
  5. ERA RESEARCH U4 · NODE

    A short context summary for each era: materials, units of measurement and period details of the time. The writer receives it.

    Models in order

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)
  6. PAST U5a · RELAY · ERA 1

    The start of the relay. Written from the era's dossier, with its own narrative architecture and ending type.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.65

  7. BRIDGE R1 · TRANSITION

    A short transition between eras, written with a separate call. When the next thread is independent, the bridge does not see it: it names no device or people of that thread and sums up only what the previous text already said, with no new event. A sentence that repeats the shared principle word for word is dropped.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.40

  8. PRESENT U5b · RELAY · ERA 2

    The second era receives the past text and continues the relay with its own architecture and ending.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.72

  9. BRIDGE R2 · TRANSITION

    A short transition between eras, written with a separate call. When the next thread is independent, the bridge does not see it: it names no device or people of that thread and sums up only what the previous text already said, with no new event. A sentence that repeats the shared principle word for word is dropped.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.40

  10. FUTURE U5c · RELAY · ERA 3

    Higher temperature for the future, with physical limits: no conscious machines, no rewritten laws of physics.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.80

  11. POLISHING U6 · NODE

    A diversity check against the 5 latest sagas, then only the language of each era is fixed separately – rhythm, length and facts stay. If the answer is cut off, shorter than 80% or longer than 125% of the original, the writer's text stays. Then repeated phrases are only recorded (the text is not changed), and imperial units in the past segment are converted to SI.

    Models in order

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.30

  12. ENTITIES F2 · FUSE · CAN STOP

    Real companies and people may appear only in documented events. If the problem is in one era, that era is rewritten from its clean dossier and checked again.

    Detection

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Dossier comparison

    • Gemini 3.1 Flash Lite

    Search verification

    • Gemini 3.1 Flash Lite + search
    • Perplexity Sonar
  13. ANACHRONISMS F3 · FUSE · PAST ERA

    Checks the past segment for technology that did not yet exist.

    Finding technologies

    • Gemini 3.1 Flash Lite
    • gpt-oss-120b (Groq)
    • gpt-oss-20b (Groq)

    Scene period

    • Gemini 3.1 Flash Lite
    • gpt-oss-120b (Groq)

    Invention year with search

    • Gemini 3.1 Flash Lite + search
    • Perplexity Sonar
  14. DUPLICATES F4 · FUSE · CAN STOP

    Checks that the saga's topic does not repeat an already published saga. The decision is made 3 times; the saga is stopped if at least 2 of 3 consider it a duplicate of the same published saga.

    Fingerprint of the new text

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Comparison

    • Gemini 3.1 Flash Lite
  15. QUALITY F5 · FUSE · DOES NOT STOP

    Numbers without a source, internal contradictions, segment length. For sagas these are only recorded for now; there is no automatic repair yet.

    Finding numbers

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)

    Dossier comparison

    • Gemini 3.1 Flash Lite

    Internal consistency

    • Gemini 3.1 Flash Lite
  16. TITLE U7 · NODE

    7 titles are generated from the whole saga text (up to 9,000 characters), and the best are selected and translated. Then a check makes sure the title does not contradict the text.

    Generation

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)

    Selection and translation

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Temperature 0.85 / 0.80

  17. TRANSLATION + EN guard U8 · NODE

    The title, the whole saga and each era are translated separately. The entity guard checks the English text.

    Text translation

    • Gemini 3.1 Flash Lite
    • Claude Haiku 4.5

    Title translation

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
  18. FINGERPRINTS ×3 U9 · NODE · MEMORY

    Three fingerprints, one per era. They tell later nights which topics sagas have already used.

    Models in order

    • Gemini 3.1 Flash Lite
    • gpt-oss-20b (Groq)
    • gpt-oss-120b (Groq)
    • Nemotron 3 Super (free)

    Temperature 0.20

  19. IMAGES ×3 U10 · NODE

    One illustration per era, in the same order as the daily story (Gemini, FLUX Dev, Cloudflare). The setting comes from the text. There is a 10-second pause between images.

    Models in order

    • Gemini 3.1 Flash Image
    • FLUX Dev (Replicate)
    • FLUX.1 schnell (Cloudflare)
  20. OUTPUT D1 · RESULT

    A published saga appears at /evoliucija. The anchor is marked as used and is not deleted. A stopped saga is not published, but the anchor is still marked so it is not picked again the next night.